{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {},
   "outputs": [],
   "source": [
    "from scripts._common import *\n",
    "\n",
    "log = logging.getLogger(__name__)\n",
    "\n",
    "from collections import defaultdict\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "import matplotlib.legend\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from typing import cast\n",
    "\n",
    "from src.clip_eval import eval_single_dataset\n",
    "from src.task_vectors import TaskVector\n",
    "\n",
    "TEST_DATASET = [\"SUN397\", \"Cars\", \"RESISC45\", \"EuroSAT\", \"SVHN\", \"GTSRB\", \"MNIST\", \"DTD\"]\n",
    "\n",
    "sns.set_theme(style=\"darkgrid\")\n",
    "color_palette = [\"#1f77b4\", \"#ff7f0e\", \"#2ca02c\", \"#d62728\", \"#9467bd\"]\n",
    "# sns.set_palette(\"bright\")\n",
    "\n",
    "# 设置全局字体为 Times New Roman\n",
    "plt.rcParams[\"font.family\"] = \"Times New Roman\"\n",
    "plt.rcParams[\"mathtext.fontset\"] = \"stix\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Task</th>\n",
       "      <th>label</th>\n",
       "      <th>task_id</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
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       "      <td>SUN397</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>SUN397</td>\n",
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       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>87428</th>\n",
       "      <td>DTD</td>\n",
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       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87429</th>\n",
       "      <td>DTD</td>\n",
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       "      <td>7</td>\n",
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       "    <tr>\n",
       "      <th>87431</th>\n",
       "      <td>DTD</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>87432</th>\n",
       "      <td>DTD</td>\n",
       "      <td>46</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>87433 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         Task  label  task_id\n",
       "0      SUN397      0        0\n",
       "1      SUN397      0        0\n",
       "2      SUN397      0        0\n",
       "3      SUN397      0        0\n",
       "4      SUN397      0        0\n",
       "...       ...    ...      ...\n",
       "87428     DTD     46        7\n",
       "87429     DTD     46        7\n",
       "87430     DTD     46        7\n",
       "87431     DTD     46        7\n",
       "87432     DTD     46        7\n",
       "\n",
       "[87433 rows x 3 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels_data = pd.read_csv(\"results/clip_dictmoe/ViT-B-32/version_1/samples.csv\", header=None, names=[\"Task\", \"label\"])\n",
    "# Define the task ID mapping\n",
    "task_id_mapping = {\"SUN397\": 0, \"Cars\": 1, \"RESISC45\": 2, \"EuroSAT\": 3, \"SVHN\": 4, \"GTSRB\": 5, \"MNIST\": 6, \"DTD\": 7}\n",
    "# Add a new column 'task_id' to the DataFrame\n",
    "labels_data[\"task_id\"] = labels_data[\"Task\"].map(task_id_mapping)\n",
    "labels_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "routing_weights_dict = {}\n",
    "for layer_idx in range(12):\n",
    "    routing_weights = pd.read_csv(f\"results/clip_dictmoe/ViT-B-32/version_1/gate_layer={layer_idx}.csv\", header=None)\n",
    "    routing_weights_dict[layer_idx] = routing_weights"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>0.703721</td>\n",
       "      <td>-0.300460</td>\n",
       "      <td>-0.692476</td>\n",
       "      <td>-0.000878</td>\n",
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       "      <td>-0.645586</td>\n",
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       "      <td>-0.198709</td>\n",
       "      <td>-0.427574</td>\n",
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       "      <td>0.196730</td>\n",
       "      <td>-0.461543</td>\n",
       "      <td>0.228790</td>\n",
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       "      <td>-0.708026</td>\n",
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       "      <td>0.111200</td>\n",
       "      <td>-0.444955</td>\n",
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       "      <td>-0.176914</td>\n",
       "      <td>0.145653</td>\n",
       "      <td>-0.318018</td>\n",
       "      <td>0.362631</td>\n",
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       "      <td>0.176493</td>\n",
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       "      <td>0.347409</td>\n",
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       "<p>87433 rows × 8 columns</p>\n",
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      ],
      "text/plain": [
       "              0         1         2         3         4         5         6  \\\n",
       "0      0.585332  0.675529 -0.192608 -0.547534 -0.118151  0.146547 -0.433342   \n",
       "1      0.701227  0.752797 -0.333118 -0.752635 -0.131031  0.316828 -0.563372   \n",
       "2      0.719011  0.703721 -0.300460 -0.692476 -0.000878  0.301867 -0.645586   \n",
       "3      0.630200  0.742642 -0.198709 -0.427574 -0.107924  0.196730 -0.461543   \n",
       "4      0.685440  0.729491 -0.231898 -0.708026 -0.094060  0.187150 -0.531386   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "87428  0.657287  0.740888 -0.182944 -0.548113 -0.268275  0.111200 -0.444955   \n",
       "87429  0.673499  0.636591 -0.110666 -0.746359  0.039825  0.193668 -0.524419   \n",
       "87430  0.656465  0.714864 -0.042268 -0.455984 -0.176914  0.145653 -0.318018   \n",
       "87431  0.723305  0.452834 -0.039363 -1.139602  0.022746  0.170186 -0.640252   \n",
       "87432  0.670221  0.723772 -0.047905 -0.538650 -0.138401  0.176493 -0.337427   \n",
       "\n",
       "              7  \n",
       "0      0.269050  \n",
       "1      0.306652  \n",
       "2      0.286968  \n",
       "3      0.228790  \n",
       "4      0.306755  \n",
       "...         ...  \n",
       "87428  0.365896  \n",
       "87429  0.299363  \n",
       "87430  0.362631  \n",
       "87431  0.474043  \n",
       "87432  0.347409  \n",
       "\n",
       "[87433 rows x 8 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routing_weights_dict[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 40 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_layer(layer_idx: int, axes: List[plt.Axes]):\n",
    "    routing_weights = routing_weights_dict[layer_idx]\n",
    "    # axes[0].set_ylabel(f\"Layer {layer_idx}\")\n",
    "    for task_id, task_name in enumerate(TEST_DATASET):\n",
    "        ax = axes[task_id]\n",
    "        ax.set_xlabel(task_name)\n",
    "        sns.barplot(routing_weights[labels_data[\"task_id\"] == task_id], ax=ax, label=task_name)\n",
    "        if task_id == 0:\n",
    "            ax.set_ylabel(f\"Layer {layer_idx}\\nRouting weight\")\n",
    "        ax.set_yticks([])\n",
    "        ax.set_xticks([])\n",
    "\n",
    "\n",
    "fig, axes = plt.subplots(5, 8, figsize=(10, 8))\n",
    "\n",
    "layer_idx = 0\n",
    "plot_layer(layer_idx, axes[0])\n",
    "\n",
    "layer_idx = 3\n",
    "plot_layer(layer_idx, axes[1])\n",
    "\n",
    "layer_idx = 6\n",
    "plot_layer(layer_idx, axes[2])\n",
    "\n",
    "layer_idx = 9\n",
    "plot_layer(layer_idx, axes[3])\n",
    "\n",
    "layer_idx = 11\n",
    "plot_layer(layer_idx, axes[4])\n",
    "\n",
    "handles, labels = axes[0][0].get_legend_handles_labels()\n",
    "labels = [rf\"$\\tau$: {TEST_DATASET[i]}\" for i in range(8) if i < len(labels)]\n",
    "fig.legend(handles, labels, loc=\"upper center\", ncol=4, bbox_to_anchor=(0.5, 1.07))\n",
    "\n",
    "plt.tight_layout()\n",
    "\n",
    "plt.savefig(\"routing_analysis.pdf\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[1.84332494e-01, 1.51133501e-03, 0.00000000e+00, 0.00000000e+00,\n",
       "        4.50277078e-01, 1.16120907e-01, 9.39798489e-01, 9.32141058e-01,\n",
       "        9.13954660e-01, 9.84483627e-01, 9.87002519e-01, 9.78992443e-01],\n",
       "       [9.17174481e-01, 6.35866186e-01, 9.97512747e-01, 9.72267131e-01,\n",
       "        9.95398582e-01, 9.80972516e-01, 9.23268250e-01, 9.99502549e-01,\n",
       "        9.98880736e-01, 9.76246735e-01, 9.78485263e-01, 9.83957219e-01],\n",
       "       [0.00000000e+00, 5.96190476e-01, 2.35238095e-01, 8.93015873e-01,\n",
       "        8.86031746e-01, 9.76507937e-01, 9.53174603e-01, 9.10158730e-01,\n",
       "        9.24126984e-01, 9.32222222e-01, 9.08730159e-01, 8.02063492e-01],\n",
       "       [0.00000000e+00, 3.69259259e-01, 4.84444444e-01, 9.99259259e-01,\n",
       "        7.73703704e-01, 7.97777778e-01, 4.01851852e-01, 9.37777778e-01,\n",
       "        8.80370370e-01, 8.31481481e-01, 2.91851852e-01, 2.05185185e-01],\n",
       "       [2.68899816e-04, 7.55301168e-01, 9.56092502e-01, 8.02627535e-01,\n",
       "        9.91933006e-01, 9.00276583e-01, 9.90895821e-01, 9.56015673e-01,\n",
       "        1.30224339e-02, 9.89512907e-01, 8.52796558e-03, 0.00000000e+00],\n",
       "       [3.16706255e-04, 3.14647664e-01, 2.39588282e-01, 9.58749010e-01,\n",
       "        9.70704671e-01, 1.00000000e+00, 9.98178939e-01, 9.97862233e-01,\n",
       "        9.99683294e-01, 9.99524941e-01, 9.99683294e-01, 9.96753761e-01],\n",
       "       [0.00000000e+00, 0.00000000e+00, 8.25700000e-01, 1.00000000e+00,\n",
       "        1.00000000e+00, 1.00000000e+00, 9.98700000e-01, 9.08300000e-01,\n",
       "        1.00000000e+00, 8.64100000e-01, 9.56400000e-01, 1.00000000e+00],\n",
       "       [0.00000000e+00, 5.31914894e-04, 0.00000000e+00, 1.43617021e-02,\n",
       "        2.28191489e-01, 7.29787234e-01, 9.40957447e-01, 8.57978723e-01,\n",
       "        9.69148936e-01, 9.70744681e-01, 9.76063830e-01, 9.70744681e-01]])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def first_choice_prob(task_id: int, layer_idx: int):\n",
    "    routing_weights = routing_weights_dict[layer_idx]\n",
    "    routing_weights = routing_weights[labels_data[\"task_id\"] == task_id]\n",
    "    routing_weights = np.array(routing_weights)\n",
    "    prob = (routing_weights.argmax(axis=1) == task_id).sum() / len(routing_weights)\n",
    "    return prob\n",
    "\n",
    "\n",
    "first_choice_prob_matrix = np.zeros((len(TEST_DATASET), len(routing_weights_dict)))\n",
    "for task_id in range(len(TEST_DATASET)):\n",
    "    for layer_idx in range(len(routing_weights_dict)):\n",
    "        first_choice_prob_matrix[task_id, layer_idx] = first_choice_prob(task_id, layer_idx)\n",
    "display(first_choice_prob_matrix)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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4+fkRFhbG1KlTbe/r168f06ZNY/r06cTGxjJo0CCqVav20J8ribkQQgghhHjqrOTc0YT0ej3t2rWjXbt2GV6rXLkykydPzvR9Op2O4cOHP/bnPvOJeXBwMEajkYIFC2Z3KEIIIYQQIoWjL/7MjZ7pGvPz58/TpUsXZsyYQXJycnaHI4QQQgghRJae2R7zgIAAevbsSY0aNfDy8sJi0W4EoKrqQ18ZK4QQQgghHMOi5txSluzyTPaYnzt3jh49evDiiy8ye/ZsQkNDmT59OoAk5UIIIYQQIkd65hLzhIQEPv/8c9q0acPo0aNxcXHh008/JT4+noCAgOwOTwghhBBCoF386chHbvTMlbLkyZOHjh074unpiZOTE6qqYjAY8Pb25sqVK1SoUEHKWYQQQgghRI7zzCTmdyfbnTt3xmw2215zcnKicePGTJw4EX9/fypWrJhdYQohhBBCCMCSS3u1HemZSMxDQkJYtWqVLTHv37+/7f+KoqCqKjVr1uS1117j9OnTVKxYEYvFgl6vz86whRBCCCGEsMn1Nea3b99m2bJl+Pr6YjabWb16NS+88ALnzp0DtNuhpibphQsXZv/+/aiqKkm5EEIIIUQ2khrzjHJtYq6qKmazmfnz51OtWjU6derEoEGDWLhwIXq9ntGjR5OcnIxOp8Nq1Qawb9y4MUajke+//z6boxdCCCGE+P/NoqoOfeRGuTYxVxQFg8GAu7s78fHxWCwWFEWhYMGC9O3bl3PnzvHtt98CpEvOP/zwQ1577bXsDF0IIYQQQogMcm2NeWqNeGRkJH///TeFChWievXqGAwGbt++TZ06ddINj6jTaccghQsXzq6QhRBCCCFECmt2B5AD5boe89jYWBISEkhOTgbgf//7H05OTvTv35+ePXvSv39/qlatyrBhwwgICODOnTvZHLEQQgghhBAPlqt6zM+dO8e4ceOIiIigRYsWvPnmmxQpUoQ//viDpUuX4uXlhY+PDw0aNCAoKIgCBQpgNBqzO2whhBBCCHEPGS4xo1yTmN+5c4dBgwbRsmVLVFVl//79vPjiixQpUgQnJyd69+6dbv4CBQpQr149vLy8siXerBid9LzwQi1atq7Ee4MXpnutTdvKlC9flMioeHx8PNm86RQnjl97qOW2aVuZPv2a89qrsxwRdqZqtKxCp7fbEnknGrPJzJyRi7BaMj8x9fKIF+kypAMubs4c+Ocos4bOJyY89qnFerdHidvdy413Z/QlOiyGfN5eLPz8N25cCH7KEafJbbF7ujiz4Z3efPDnOg5cu26b/kmb5vSpX8v2fOhf61h35nyWyxnaohEFXF1xMRpYd+Y82y5cdljMRicDz/eoR4uO1Rja88d0r/kUy8drg1tzIzCM5T9te+hlNmtflXJVi3H9yh2O7LnI7ZuRdo3ZYoHF852IiVaIjFDw9VN5s18SmQ0+9dlHeahY2UKvt5KzXJ6qasuLilBISlJo2tJEvYYWu8Z8d+zL5xvvit1Kr34mW+y//2pk4xqtg6VZWzOv90/O9Hul2r7JwIolRqIjFCpVt9BvSDKFvO2/87daYOUCHXHRClGRUKSYSve+VnR3xXZ0r8JfC/W8P9ZMQZ+HX/aaJTrOHFX4+Gv7r3OLBX74WU9kNIRHKJTwU3l/gMW2Ttdt0nHqnEJ+T5WbtxQ6PmelTo2HW3/rNumY+bOe9b+Z7B63I2Lv8oaRq0EZbzb4xy8mypay3zZjscDsXwxERSkpcVt5d4AZvR5OnNbRb4hzhvdUKGtl0ZykTJd3/abCrHkGvDzhSqDCWz3NNKgrRSHPilyTmEdFRfHaa6/Rr18/ALZu3cqaNWtso7NUq1YN0IZH1Ol0XLp0CQ8PD5KTkzEajTniTp86vUKrVpXp2KkGLnnS9+TXqFmClq0qM/qT3wFwyWPkl/kDef+9Xwm9E3Pf5ebN68I7g9qQlOyYxjAzpaqV4JMlHzCg6jCiw2IY/F0fBk59gx+HLcwwb7s+LanUsDzzPl5Mqer+dB/WiQJF8/FR2/FPLd7HiRvgizUfs3nRDv6Zu4UyNUsyZdNnDKg6jITYxKccee6M/aPWTSng5ppumoeLM8XzeTJx03YArKrKhrMXslzGsBaN8fX0YPjq9bgYDGx45y3uxMZxKjjE7vHq9DpadKxGhx51ccnjlO61oiUK0LhNZVq9WIOlsx8uKTca9Qyb1J1rl24zb+p6u8ebatmvTsTHKQwZloSqwujhefh1njN93k6/Y9+22cDxIwYqVr5/wrfoFydu39IxYnQiSYkwqI8b+fInULa8/Xf+v/9qJD5O4Z1hyagqfD7chSXz4M23TWxcayBffpXPpiTy7wYDa/8wUsTXynOdzJku6+RRHf9uMNDjzWRCQ3T8udTIxE9cmPpjAkanTN/y2FYt0pEQB72HWlBVmDJSzx8/63hloLaOju9X2LVRR9DlR9v33LoBfy/TUaqCY3oSf1ygJyYOxozQ4u7/oYHv5ugZNsjCgSMK6//VMfNLbf3Gx0O3PkYWfG/C+wGXZ0VFwzez9TjbeT07KvZjpxS8C6n06m6xxRweAb+v1ts1KQeYs9BAbKzC6BEmVBXeGerEzLkGPnjHzPrNel7rYaJkcdV2UPfvTj0Vymb+W0tOhvdGOvHF6GSqVFK5ek3hrXecmfNdEuXL5r7eZ0vuC9nhcnyNeWxsLHFxcej1esqUKWObbrFY2Lp1K2+++Sa9e/dm7ty5gHaRZ1hYGIGBgbzxxhs4OTnliKQcwGpR2bjhBHv3ZkxCGjcuR0hIlO15YoKJsPBYKlYs+sDl9unbnKNHr9oz1AfqO7EXR7acIDpMO2jYtnQXXYZ0wLtEoQzzFvIrwLhuU9m2fDc/f7KEReP/oGbrqviUfPoX4j5K3M26N6B8vTJsWbQTgItHr5CUkEzXDzs+1ZhT5bbY6/j5Zvrb61W7OtN37GHhwaMsPHiURYeOZTmslXdeN/rWr8XK46cBSDSb2XHpKiNbNnFIzFaLlc1/HWH/toAMr90MDOOPn3cSGR730Mv7cEJXTMlmlv348L3rjyo2Ftb+6USzVlpCoijQ6SUTa/40Ehaatv5jouHgPgOFve+fXIeFKqxa4USb9tqBvrML1KlvZuG8jL16TyouFtb9aaTxXbE//5KJdX8aCQ9VKFvBSttOZvxLW+kzOJnCPlauXcl6t3X+rJ7PpiTSrLWFrr1MDPwwievXdASctu+uLj4WNv+lo0FL1RZ3my5WNv+lIyJMm6d6fZUWHR/9QOavBXoq1XRMthIdA0tW6OjQWotLUaBXNwtLV+i4HQrbdusoctfZBVdXKJhf5eTZB+9Df/hFT72ajuu1tXfsEZEw+2szPTpb6dxBe3h4QMsm9v0OMbGwfIWBdq0ttrhf6Wpm2QoDd0KhQR0LHw4y07mjhRfaa4/oaGjRNPOD538261GBKpW07+pfXKV2TSuzfpay3WdFjk7Mr169yrRp07Barfj6+tKgQQMAEhMTSUpK4u2332bChAmMHj2a1atXc/z4cUArY2nTpg0FCxbMzvCzlJyc8QcXFRVPq9aV8PHxBMDd3YUiRbw4e/bmfZdVtZofERFxBAWFOyTWzLjmzUPt56px8egV27SLx66CotC0e4MM86+fuzXd831rDwPgkd/doXHe61HjbtqtIUEBN0hOTDvlf+HwZZr3aPQ0wk0nt8Vu1OnoU78Wc/ccSjfdSa/nzTo1+LbL87zXtAFuTvfvXmtVtjROBgOnb6X1jp8ODqG+vx/5XfM4JHaA5OTMe2QBTElZv3a3Zu2rUqdpeWZNXGuvsDJ18ZyehASFvB5pSUmFShYsFoWjh9LqKhbPd6ZX78xPjd9t/x4DZpNC6bJp7VTpslZOHtMTGWHfTo5L53Qk3hN7+UpWLBaFY4f0lLqr11BRwD2vSp37lNS0fM7M3ZcV1W6gzRsbY9+4r5xXSExQcLsr7jIVVSwWhVOH0j7rUXvp92xRqFrXiruHvSJN78w5hfgEBc+74q5WWcVsUdhzUEc+T5UNW3XcSKl4i46B68EKVSve/0Dh8HGFAvlUSvg5Jm5HxN6yiYrungxo+y6d3RPzM+d0mcStbeN7D+ppfs/nhUdAWIRC+TKZx334mA7Pe7aPqpWsHDyiIznr6rQcy+rgR26UYxPz5ORkfv/9d44ePUpSUhJOTk44pezEXVxcaNu2LS+88ALt27enW7duvPTSS7axylPnyU3W/X2M5GQL079/g0qVfBk+8nm++WrdfctYDAYd3brXY9nSPU8xUihTsyQGo8HWcwtgSjIRHx1PmRolM8wfFhyR7rneoCc+JoErp4IcHuvdHjXu8vXKpJsXIPJOFMUrFsPo9HSrwHJb7AMa1WXBgSMkW9InUWUKFeDAtesYdDrea9aQtQNep0Q+ryyXU62oDxarlajEtIQyLD4enaJQwTvjmYKcpOegVpw4cJmeb7fk68VvM+nnvpSqUMTunxMbqyWCUXclzZ5e2k49NFRr4k+d0JOvgEoxvwf3xF44p0enU3HPmzbN00tFVRWuXLbvLiOz2D1SYr+7tx/g6iUd1etYqFEn68Q8f8H0389qAUVRKVvBvrvo+JTLY2Ii02LM66X9G3Hn8Q4CYqPh+H4dTZ5z3Ln96JS4w+9a3/m0viBu34Funaw4O0Gf94wcP60wbqqBsR+Z71vGYjLBkhV6+vZybBrkiNjvlpAA5y8p1Kpm3/Ufk9IMR9y1raRe+nY7k23lvz16mjXKel3GxChEpN+lks9LxWRSCI/MGdUB4snk2MTcYDAwbNgwPv30U6ZNm8a1a9dQFMWWfLu4uNgSdYD8+fNjNj9cT1ZOFBERx8jhS1FQ+H7WWxw7FsjevRfv+55XejZk5YoDmM1P97jQq7B2uH7vxZsJMYl4Fsyb2VvSqdW2Gqt/2IAp6enVxMOjx+1V2CPTefV6HXmfcm9/boq9RD4vCrm5cvDajQyvnbl1mw//+od2Py5g8B9r8HBxZka3rMtrCrjlIToxfS9vXMp2ky+P43rMn1SR4vnxL+tNaEg0i3/YyugBv+DkZGDi3D64utu3JKRIUe33f/pkWu94UsplBO7uKiYTrPnTSLdXHq47LSpCwc1N66FOlcdVS1aio+y74/cpqi33bBaxg1bu8s9fBsaOcOH4YT2htx8+huNH9DRqYaFgYfsmW4WKaMs7dzItluSUuF0f3ARm6q+FOl7q7ZgLbFP5pVRGHjmRFnfqz8vDHQrkhx+/MaMCb71rpG4NK80b3X/dLVim47XuFhw9AJojYr/bnoMK9Wtb73th8eMolrKNHzmelm4lpmwrHnkzxrdjj57mjbPeDooVVQm5o3Dz1l3r4T7Ly+ksKA595EY5MjG3Wq22O3vWqlWLjh078tNPPxEUFIROp0O9px51+/btnD17ltKlS2dTxPbh5eXKoUOXuXLlDoPfbUPrNpWznLdYsfzkz+/GyRNPt9cZtBEbAJIS0u/odXodZtP9dywurs40fKEOy79c5aDosvbIcauZzws88HvaW26K/YPmDZm+48Fncbacv8QHf66jondhavpm3pOsqpB0zwG3Tqc1tmZrzj1RWbyU1k23dfURTMlmkhJMLJn1L14F3GnTpdYD3v1oSpe1UqGyhX/WGLl1U8Figc3rtSypSFErK39zonM308MnTgo4Od/T85yyqg12PtlSqqyV8pUtbFxjICQl9q3rtQ9JTdpd8kDNehbavWDi6kUd0yc93IGN1Qpb1hl5rZ/9z+/7l4Uylaz8u1bH7WBt1I2dG7Tfl3fRR0+OAk4oeBUAH197R5pexXIq1atY+X2Vnus3wWyGv/7R4vbz1eKOiISGdayU9rfy9Q961m3OOk0IDILQcIXa1R2fENo79ntt262jVVP7tykVyqlUq2xhxWoD128qmC2w5h8t+y/mm369JSbC+YsKNapmHUfXF80owKy5BswWCA2HHbv15M+n4sDqPoexqo595EY5KjG3pJz21ul06S4aa9SoEZ06dWLWrFncuHHD1nMeFxfHDz/8wNixY3n99dfJnz9/doX+xEr4F+SDoe35btpGPnjvV86fv8XIUZ3wK14g0/l7923Ggl92PuUoNeEppSlunulH28jj7kLUnej7vrf3hFf5cdgC4qPjHRZfVh417vDgiEzntZgtT32ox9wS+0tVK7H94pV0pSf3s/vKNU4Gh+DrlXlR7Z3YONyd0ydibk5ahhke//S3oYfl4qqdzUuIT0sKjx+4jMVixbeE/a99+XR8AtVrWZg4Jg+zv3PmxnUdeT2s+BS1EhmhULnqwx+M5c9vJT4ufU9TYoL23NPT/nu6UeMTqVrLypQxLsz9zong6zryeqhUqanFrNdDEV+Vnn1NvPSqiYBTeuIeYhNeu8JAhy4mCvs4Zu/8/jgLlWqqzPjcwKIZekJugLuHSsWHHFowldmkXUja4eWnc6A5fYKZ+rWtfDjawKTpeq4FKXh5qNSrpXLxisKkaQb+N9TC/O/NVCyn8vkUPVcCM1/WrF/0DO779Dop7Bn73SwWrXa7QR3HbCvfTEymXm0LIz51Yso0I9eu6/D0UKl7z8Wy+w7pqFfr/r32pfxVvpuSzK3bCoOHObF2vYE7oQptWzzdziLhODlmuMSLFy8yb9483NzcKFy4MMWKFcPZ2RkvLy+8vb2pWbMmERERfPfdd7z77ruUKFECq9VKnjx5mDt3LsWLF8/ur/BEerxSn6NHrpKcbCY52cz/Rv3G3F/681y7qvw8d3u6eQt7e9CyVSVatqqUYTlbt/+Pr75cy8YNJx0W67WzNzAlm/Eq7Gmb5pzHCTdPVwIOZl1+0/LVxlw+HkjAgfuX6DjKo8Z96XgghfzSHxjl8/bi/OHLGc7aOFpuif2lapVo4O/H1507pJu++I2X2R8YxBuLV2R4T1BEFLeiM8+0Am7foUfNqrgYDCSm9JwXdHPDZLFw5tZt+38BOwkN0Q6W8nqmdWFZLVZioxKIjUqw++d5eKoM/0Q7n62q8OE7rrzwkomd/xr5Z7UT/6xOfxXi8kXOLF/kzJotGa9h8S9tZdN6haREbUQWgIhwBb1epVRZ++/8PTzhg0+SbLGPfMeF51/KvIe/QTMLfy5TH1hucPq4DrNZoX4Tx5U35vWEtz/W1oeqwtjBBtp0sWJ4xJKOi2cVjuzWMaBjxn6yPs/pGDXVTAU79kjn84JJn6bF/eoAAz27aaUov/6mJYYuzuDiDDOnmHm5r5G1G/W8PzD93/7mLdi4Tc/GbRn/GDVaODFulJnOHex7sGGv2O919KRCpfIqLvYfeAgAL0/4YrTJFvfrA515pas5wza+Y7eellmMxnK3+nWs1K+jHfSfu6Dw868GunfJnaW8ubXcxJFyRGIeGRnJ5MmTuXz5MpGRkRQrVowrV65gNpvR6XRYrVYMBgNly5bl7NmzbNmyhcWLF1OpUiV69+6N7t5Lq3MhNzcXYqLTxpeOiUlk+79n0WUy3Fx4WCwD+89LN+2FF2vRsFFZ/vfxb9wOuX+v9ZOKiYjlwD9HqFi/LH//uAmAklWLk5xkYt/aQ5m+p1qzShQp7c3SiX/apnkV8iDyAT3s9vSocW9dspPRyz7E6GTAlDJKR6lqxdkw33FD32Ult8T+6T+b0420UtjdjbmvvsTodZvZH5ix7EqnKLgYDRy9nvnoQ+vOnOfjNs2p7uvD/kDtBkXlCxdk95VA4p7iuP2P6tyJIKLC46hYozgBx7XvrSgKrnmdObbvkkM/e8PfRvR66N4zmZhohfqN0u+wx4/OQ72GZtp3ynz9NW1h5pcfVc4F6KlWQ0sSrl7WUbO2BVfXTN9iN5v+NqDXw0s9M4/NlAwly1pxuc8p++uBCgd2G+gzOO1sRVQkeHrZN9a7bV+nQ6dX6fjqoyei/mVVxs1O/33/WqgnMgz6DLNQ+MEj5j62FWt06PXQ9zUt7ti49KOHeHpAu1bWTEsCChWA5XPTx71ijY4de3R8/6U53dCFOS32e23fbf/RWLLy51o9ej30eS3979JigSPHdHw89OHbNYsFps4wMniACf/iubRuQ2SQ7RlteHg4Fy9eZOzYsfz555+0a9eOcePGcfToUXbs2MHatWv55ZdfmD59Oq+//jpDhgyhXbt2LF++HJPJlGPGKH8UBr0OvT79qv9362nqNSidbrpvsXxs+/cMAPnyuzH7pz7UrOWP2Wzl0sXb6R7h4XGYzRYuXbxNTIzjbyCzdOJKarauinPKTVjavtWCv2b8Q+iNcGq2rsoPB7609e6Wq12Kt8a9wvlDl6nTrgZ129egfd9WvPrJSw6P80ni3rf2MFdPBVG/o1YTXL5uGYzORtbO2vjU484tsV+LiOJsyB3b42KoNoxnYHgk1yKiGNK0AYOb1MdJr8eo0zGsRWN+2n3ANo55QTdX/uzbi4b+2rhrEfEJLD18nLbltXsYuDkZaVban+k79jr0exgMGX+jqfRZvPbZ96/zcr9mgFbHv/C7TTzfo55tFJzGbStzYv9lTh66kuG99nJov57dOw2M+zIegwHy5VcpVcaa7mEwgFc+bTpoveFDB7ly/IjW8+nppdLhRRP7dmlxx8fDkYMGXuvzcOVJj+vIfj17dxr49MtEDAatRnztCgOBKTfoMZlg1e9Ger+TlnAHXlYY8bYLQVe1eUKCFWZ940zVmhaOHtBz9ICenVv1LJrjuLveHD+gcHCnwvBJlgw1+JaU3OuewYkIugKfDzJw46pWQ1+8dPqHW15wTpl+v4OQJ/HfPoXNO3TMnmrGmBJ3h9YWdu3TYborZ7x2XaF9K21bCQ2DngMN7D+sYDRChbJqukeB/Np1CBXKqhmG9MtJsd9r1z4dzRo6PjHfvU/Hlu16vv8qKcO2cuK0jgrl1Aw3aAoNhzcGOnPgcPo2x2yGyd8aadLQSq/uubeMRS7+zChbe8yDgoL43//+x2effYafn7Yj7tWrF8uWLcNgMFCtWjW8vb0zvagz9Y6euU3TZuVp2Lgs+fO707V7Xf7dcprIyHh27gggX343Rn/WmXMBwbi4GFm96jAXL2rjNxuNenx8PHFzc9C5tkd0/vBlZr73M8PnDSIqLIaY8FgWjvkN0G4F7+1fCKOzEd8yPkze+Bke+d2p1jx96c247l/n2LhBuwh5TOcpvP3NW1RoUI4CPvn4qM14EuMdm6A8i7GnikpI5P1mDelZqxqHg27w/c59XApLG4PfSa/H19ODvHfVlX+19T8+adOMT59rgaeLC6PXbXZoGUvjtpWp37Ii+Qrlpcsbjdi27jhR4XHkK+hO8+erk69gXhq0qsjF0zfYs/WM7X3evl6EXE/7Luv/OIjRycDQCd24fvUOXvndmTx8ud3jTUyA/XsN3AnRkcdV5fNJCY80QobJBLdv6Yi7q668z8Akfp7tzJyZzsTGKrw3PJHSWdyJ8EljP7RXz50QHS6uKqMnJdpiN5th704Dy35xonxlK4V9rHTpYaJcpbQ4khIV7oToSEhQiIlSGTvChTshOr78LH15xZtv23e7T0qAo/sUwkIUXFxh2ERLhhKWi2cUtq3TkqmNK3W0esFKsZSRTZMTFUJDUmv3n15PZ0ICbN+jI/iWdgOeH6akL6do20IlLNzCJ18YqFzBSkKiwitdLFRIuaNksglu3lKIffh7bOX42C9e1u4A6vGYo+k8TNw79+gJDlFwzaMyY0pypr/PHbt1NG+SMcE2JSsEh6TFffGKQsA5HVeDFDq1t9z3QlGROynq0y6WTWGxWNi0aRMrVqzgpZdeolOnTrbXTp48ydKlS3njjTeoVKkSqqqiKIqtNjb1/zmlt7x1i0nZHcJj0e08mt0hiFwk8Iunf2Mleyi95E52h/DYpm9ckN0hPJbk7D8Z+9hirA68p7wD1XSSUoanzaTm3p5qj6LXsjsEAI5fc+BdqYDqxZ/+yHVPKttaT71eT4cOHfj55585deoUv//+u+21qlWr0qtXLxYtWsSZM2dQFIWEhAQURbEl4zklKRdCCCGEEMIennpifvdNgFJvFjR06FAuX77MH3/8YXstNTn/448/WLJkCQcOHMjVNxASQgghhBBppMY8o6eamAcFBbFmzRqsVitWq9U24oqzszPDhg3j0qVLGZLz6tWrs2TJEsqUKYPB3ne3EEIIIYQQ2cKCzqGP3OipRR0UFMSLL77Inj17UFXVdgfP1OTcycmJDz/8kAsXLrB8edoFUrVr12bBggX4+jr4lmhCCCGEEEJko6eSmCcnJ7N//36KFy/OyZMnWbRoEbGxsbaLOFOTcxcXF0aOHMn169cJCwsDwM/Pj8KFCz+NMIUQQgghxFNiVRWHPnIjhyfmZrMZJycnOnbsyOrVq6lUqRKLFi1ixYoV6ZJzRVGwpAz26urqiru7u6NDE0IIIYQQIsdwaGIeEBBAjx49uHjxInnyaHdJmDZtGtWqVbMl5zExMbbkXK/Xc+jQIUJDQ21JuhBCCCGEePbIxZ8ZOSwxDwoKYsiQIdy+fZtx48YREhJiG4d82rRpVK9encWLF/Prr78SHh6OTqdj165d/P3337z11lu4Ovrez0IIIYQQQuQgDhnm5ObNmyxYsICPP/6YNm3acODAAUJCQihcuLBtNJZvv/2WUaNGsWbNGn7//Xfatm3LpUuXGD9+vO0uoEIIIYQQ4tlkUXPnyCmOZPfEXFVVFi9eTLVq1WjTpg0A9erVQ1VVkpOTSU5OxmQykT9/fqZMmcKuXbu4dOkShQoV4q233pKkXAghhBBC/L9k98RcURRcXV3x8vIiKSmJ+Ph4Dh8+zOHDh9m+fTuxsbGUK1eO3r1707RpU5o0aUKTJk3sHYYQQgghhMjBrLl0rHFHckgpS4MGDRg8eDBFihQhIiKC27dv4+rqSs2aNXF3d+fy5cts3ryZ+vXrYzAY0OnkDyOEEEII8f9Jbr1A05EckpjXqVOHefPmsWbNGlRVpVWrVvj6+uLv7w/A+vXrWbNmjSTlQgghhBBCpHDYPe6rVatGtWrV0k0zm80YDAbc3d3x9va2jXEuhBBCCCH+f5GLPzNy+BoxmUycOnWKpKQkDAYDu3btYuvWrfTu3VuSciGEEEIIIVI4rMc8ldFoxM3Njffeew93d3euXr3Kd999J6OvCCGEEEL8P2aVGvMMnso5hJIlS9KnTx927NjBhAkTJCkXQgghhBDiHg7vMU/VsGFDdu/ejYuLy9P6SCGEEEIIkUNZZLjEDJ7qGpGkXAghhBBCiMw9tR5zIYQQQgghUsmoLBlJYi6EEEIIIZ46ufNnRrJGhBBCCCGEyAGkx1wIIYQQQjx1FlWGS7yX9JgLIYQQQgiRA0iPuR1MWjg3u0N4LH2PvZXdITy2k/WXZncIjyXCGp/dITw2T93R7A7hsST1NWV3CI/tnCl3NtE1nGQErqct2pqQ3SE8Nl0uvcmMXsmdceckMlxiRrJGhBBCCCGEyAFyZ3eMEEIIIYTI1awyXGIGskaEEEIIIYTIAaTHXAghhBBCPHVSY56RJOZCCCGEEOKpk+ESM5JDFSGEEEIIIXIA6TEXQgghhBBPnVX6hzOQNSKEEEIIIUQOID3mQgghhBDiqbPIcIkZyBoRQgghhBAiB5AecyGEEEII8dRZkVFZ7iU95kIIIYQQQuQA0mMuhBBCCCGeOqkxz0gScyGEEEII8dTJnT8zkjUihBBCCCFEDiA95kIIIYQQ4qmzqnLx572kx1wIIYQQQogc4JnvMbdYLOj1+uwOQwghhBBC3EVqzDN6pteIqqro9XpUVeWDDz5g586d2R2SEEIIIYQQmXqmE3NF0WqX5s+fj6enJxcuXCAuLi6boxJCCCGEEFZV59BHbvRMlrLcXb6yatUqihcvTt++fQE4duwYOp0Of39/PDw8nmpcVgusWKAnNhqiIhWKFFPp0deC7q5KmyN7Ff5cqOeDsWYK+WS9rORkeP9VI/Gx6S+c0OlUflhhws3dQV8CaFSoNE0KlyEwLoxDYYFcirlDD/86DCzbFFeDE//eCmDiiX9IsJgeuCwXvZFeJeuRR2/kWlw4m4PPkvgQ73tYFgt89zNERkFYBPj7wbCBkFrdtHYz7NgLzk4QEwdjh0N+r6yXd/Is/PE3FPGG8AgoVQJ6drFbuOninvOLkagohfAIhRJ+Vt4ZYEKvh5Ondbw9JE+G95Qva2H+nMRMl7fvgJ4ffnIiOFihQnkrQ99LonQp1f6Bp8Q+42clZZ0r+PupDB2o2tb535uVu9a5wufDrfdd5wCLVih8+X1aI/vhQCsDXrNv/BYLzPrZQGQ0Ketc5b0BZlvc6zbpOHNORz5PlZu3FDo+Z6F2jfvHcP2mwpyFBor7Wun/psWu8d7NaoHfFhiIjVaIilAo4melZ18zOj2YzfDbfAP/bdaa+4bNLbzaz4SzS9bLO7hLx7KfjUSGK1SuYWXA0GQ8vOwXb1IS/LYW1m2F32anf+3GLfj6RyhcECIiYeQgKFQg7XVVhe/mab/nxCR4vhW0bHz/z9t3BH5bDfnzgcEAI9/R/n0S9m5bTp+HuYuhQH64HAgj3oHK5Z8sxqzi/tHWtkAJP5XBd7Ut/Ydk3DDKl7XyaxZtS6rERPjjLwMJiQrFfK20ambB5T7b2OPGPvsXQ7p28d2U3+iJ0zr6DXHO8J4KZa0smpOU6fKuXVdYtNyAj7dKXBy4ukLf183o7JzPOaJtSbVuk45ZPxtZ91vm31HkPs9cYm61WtHr9VitVm7cuEGxYsX4/vvv2bdvH8eOHSMwMJC4uDh69erFRx99hJOT01OL7c9FeuLjoO9QC6oKk0ca+O1nPT0HajvsY/sV/tuo59rlB7cKh3bpqFxTpUotCwajNu36VYXL5xSHJuUjKz+Hm8GZL06sw6JaAWjpUx4PowuD9y+lmXdZhlZqQ2hiLNPPbr3vsnxcPPi2bg9+CNjG7juXHBLvzAUQEwvjR2o79Lc+hG/naDv73Qfhl+Xw+09gNMCMn2HwJ7BkZtrO9W4RkfDJZPjtR3Bz1ab1HwEF80PbZvaN++eFRmJjFT4ekYyqwpChLsyeC0PeMbFxs4GePUz4F7faDuq279RTvqw102VdvaYw5xcjr3Q3ER8PCxY58f6IPCyZH4+Xp33jBvhhgUJMLIwbqaKqKn0+1DFtDowYpLLnIPyyXOG3n6wYDfD9zzDkEx2LZlozXeegJZb7jyiMGpL2/Tq3t/9BxU8LDMTGwWcjzKgqDPzQiRlzDAwdZObAER0b/9Uz40vtoDE+Hrr3cWb+90l4F858edeuK/y7U8e6TToGvOmYg6BUKxYZiI9TGDDUhKrCFyOcWPazgdcGmvlriZawvznIxJnjOjasMpCYCG8Pz/wA+GKAwoWzOj74NJmL53TM/97Igh+MvD/aPgfMZrOWkP++FhLuyfUSEqHvMBgzFBrXhU07td/k8tlpv8npc1OS9zHa/B3f0BL3KhUy/7yAizDyC1gzH/J5wcTvYOqP8MmQJ/se9mxbwiJg0Mda21KksHYg0XcYrJ4PPllsX49r7kIjcbHwv5S2ZfBQZ36Ya+T9d0ys36ynVw8TJe9qW7btNGTZtqQKua3wyVgnBvY20aDe/ed9EnMWGoiNVRg9QtvO3xnqxMy5Bj54x8z6zXpe62GiZHHVFvu/O/VUyCJ2sxlGfOrEzKlJFC6kTZv0jZHlK/X0etm+B9H2bltSRUXDtNlGnJ9eGmN3FmRUlnvlzn7+LFgsFnQ6Haqq0r9/f0aMGEGBAgWoUqUK169fp2LFisyZM4e5c+dy/fp1bt++/dRii4uFTX/paNhSayQUBdp2sbDpLx0RYdo8NeqrtOz4cA2Ck5PKe5+ZadnRStPntIfBCLUbO65RfL9iKyp4+jD++N+2pBzgVkI08y7s4nx0CPMu7OJA6FXKenjfd1nuBmfmNHqD368eclhSHh0Dv/4BHVtrzxUFXu+mTbsdCrMWagm1MeXw9PVucDIANu3IfHmHTmj/piblABXLwv4j9o07JhZ+X2GkbWuzLe6Xu5r4bYWRO6EK9epYeG9QMi90NNOxvfaIjlZo1jTzbWf/AT0zvk6kUwczPbqZmfxFIhERCrt22/+4PDoGFv2h0LG1aov9tW5WFv2hpKxzHW2bqbZ1/lo3lZMBsHlH1o3z+n8Vuna08ubLqu3hmde+ccfEwNIVetq1ttjifrWbmWUr9NwJhR27dRTxTkuuXV2hYH6VU2ezbkKLF1Pp3cvywLMBTyouFtb/aaBxy7TY23cxs/5PA+GhoNNpSXijlhb6f2iiZXsz/23WY0rOfHl6PfQaYKZEaZXWz1to3NJC0FX77SoMBuj6PLRslPG1pX9BUrKWlAO0bgyXr8HfW7TnIXdg/u/a+wHyuECzBvDNT1l/3rS50LC2lpQDdGwDS/6EG8GP/x3s3bYsWgmlS2hJOUCDWlpC/tPix48xMzGx8NsKA23v2s57dDWzfIWBO6EK9etY+WCQiRc7WujUXntER0OLpuYslxkbC+9/5EzXF80OTcpjYmH5CkO63+grXc0sW2HgTig0qGPhw0FmOne08EJ77aHFnnm7eOmKQshthQL506aVL2vl4FH7DhbhiLYl1axfDNSt6bh1/jRIKUtGuTPqLKRe6Ll9+3aqVavGzJkz8fX1ZeTIkfzwww+MGTOGmjVrUq5cOapVq4a7uwO7lu9x5bxCYoKCu0faD7BsRRWLReHkobQ/g/Ehj3zrNMnYA3dkj0LtRo75kVbN50vfMo359OhqrKT/7LNR6fdwUcnxbL917r7LG1qpDbcSolgVdMzeodqcOgfxCUq6XuEalcFsUdi2B46dBq+7qpnye0FxX9ixL/Pl5fOES4EKm++6hvjoKahX075xB5zTEZ+g4HnXtlKlshWLRWH/QT3NmqTf0YRHaCUj5cpk/rdv1cLC3Zt69apW8rqrRMfYN26A0ynr3DOTdb59j8LxR1znAL8sU/hqpo4pMxXuhNk/ZoAzKev87tiqVbZitijsOajHy1Nlw1Y9N4K1A4joGLgRrFCl4oN/b44+KXf5vC5j21JJ216O7NPzXOf0SVWthhYsFoWEhMyXV7Js+t+3u4dK7Qb2L8PJrJdv0w6oVDbtuV4P5UvD+m3a8393g8mkUKlc2jyVysH+o1qv871i42DPwfTLrFhG6+HemEWS/DDs3bYcPJZ+/tTl3e938TjOZtK2VK2sbQ/7DuponmXbkvUZnx/mGvEupNKpveNKtSDtN3p37NVS2sW9B/U0b5L+t5gae/ksYvf00P6Gv/2VlogfP6Wjdg377kMd1bYcPq5QIJ9KCT/Hno0TT98zlZgD/PDDD3z88cccO3YMVVVxcnJCVVViYmI4evQo/fr148svv6Rbt254eXk9tbjiY7V/oyPTegbzpnx8+J0nX37ITdAbuG9d+pN4p1xzTkbcoItfDeY1epPFTfpSv2DJDPMVcslLRHI8fwQeznJZBZ3d6VaiFmcigxlTrRN/tniHybVewtOYsW76SaQmnuF37bDzp+xIwyLAalUIj0z/nvxeWq9cZmpXgwa1VUZ8AWs2wfe/QL0a8Fxzu4ZNTIy2jUTcta14eWmN7507GXuWd+8x0LRR1jvFQgXTN9yqChYrVK5k/4O4zNZ5vges83xeEJLJ9wK4GQKl/VXyuMCvf+jo3FvH8dN2D5volN9neERaHKlx374DXTtZcHaCfu85cfy0wvipRsZ8ZHrgqeanIS5lnd/dtqTWg0dHKuS9J+GzWMCnqBWPhyhjSkyAmGiFrm9k3WNqLxaLVmd9b4Ka3wvOXtD+f/Ksdh3N3WdMCuQDVVUIuJhxmWcuaMny3Qm0szO4u6Yt83HYu22JioGwe+bP56X1vttT5m2L9u/tTH6Du/bo79u2hIXD6nUGypez8uW3Rl7r58Lnk5yIirJr2IDW8wwPH/t/e/Q0u09HlY+3ygvtzUyfZWThMgOr1+kx6KFXd/tu645oW0wmWLrCQJ9ejj0YehosKA595Ea5PjG3WNI2TFVV6dSpE3369OHixYts2rSJ0NBQFEXBy8sLX19fypYty4ABA/D2vn+phb0VLqL9e+5k2oaSnFJf6WaH0/JH9ugc1lueR2+kUaFS3E6MYdHlfbyzdzEhiTHMbvAavq5eABh1eroUr8HSpv2oX7Ak5e9TytLCpxxGnZ5z0SGMP/E3Hx78nSaFyzC1Tje7xu3nq/178HjatMSU62M884K7m8qh4+nfk5AIHln8PRQFZoyHqhVg1ESFi1fh/X52DRkA36JaIn3seFpPTlLKtpI3b8bekf/26GnW+OF3JqfP6ihV0kr1qvbfXlLX+aHjadt56jr3sK3z9I1l4n3WeVFv+Ppzlb/mW/l1hoU8zvDBZzris+jtfVzFUtb5kRMZ487rrl2QN/ubZFSgz7vO1KlhpbmDfm+Pyjsl9rMn0prz1O3FzT3j9nLysJ6OLz94e9m3Q8eY9505eVjP+VOO31VExYDFouB5T2Lu5goRKYleWKT291CU9K+DdhHmvVIT53tLn+5e5uOwd9tSvKh2oBAXf9fyErXvak++RbVt9ujxtL9nYsq2kllsO/foad446+Tvvz16LBaFsqWtfDzMxJfjk9h3QM9nEzJehPmkbL/RTGPPuJ3veEDsAJ8MM9GqmZWZc4ysWmdg9AiT3S/8dETbsnCZnl7dzRiN9o1V5Ay5OjFPHX1FVVV27tzJlStX8Pf355133qF3797MmzeP1atXExurHbL6+voyatQoKlTI4iohB/Ivq1K2kpWta/XcDtZ6h3Zs0FZ/6o71SRzZq6N2Y8ec0irmmg8nvYENN04Ra07CrFr57uxWnPUGXitZHwCz1cq+25dZfHk/hVzy8l29V9ErmW9eJd0LEmdOYv2NUwBciwvnj8DDNC5chnIPqE1/FJXLQc0qKstXQ9BN7WKfFeu014r7Qq8usP+owva92rR9R+DaDe21rMTGaxeatW2msmmHwrhv7RauTflyVqpWtvDnagM3biqYLbD2H61YtZhv+r9xYiJcuKij2iMk2ct+N/LhkCwKjJ9QpXJQo4rK8tWKbZ2vXKftkIr7qvTsonLgqDYqC9y9zh+87dauDj9NtRIRCf/usm9PSMVyKtWrWPljlYHrNxXMZlj1j3Zg5JcSW0SkQoM6Fkr7W/n2BwP/bM4ZzWfJsirlKlnYvNZASLCCxQLbN2ixe9+zXsND4cY1hZYdHtzTVr6KlQ5dzVgs8O04J2IdUPp0t9S/qPM9OZ3VmlarrSjgcs/rqX0zmY2ykprA37tMi/XJRmWxd9vyWleIjVOY/at2Rivwuvae+7VFj6NCOZVqlS2sXG3MpG1J34YkJsL5i7r7HsAHXtPhmkfluVbaH8HPV6VLJzP7D+m5cMm+v9HU2FesTvmNWmBNym80s3bx/EWFGg9oFxOTwKBXebGDmVNndYwc44TZzp3Q9m5bAoMUQsMVald/NkpYpMY8o1w3Kkt8fDzR0dH4+PjYRl+ZNWsWGzduxMvLi06dOvHKK6/Qv39/AH7//XdOnz5NkyZN6Ny5c7beBfTDcWaWzNYz/XMDZSpqV467e6hUeshhkbISEw2R4QrFHTT8natBKwaNN6clc9fiwgmOj6KEuzaOmYrKrcRoFl7aS6wpifE1X6RM3kKciw7JdHl3Lwtg/50rvF2uGf5uBTifyXse1w8TYfJMePd/Ws2mTgdenir1a2kXhCk6lW9+glXrtVEd4uIV2rfMfD0mJsGAkfDtGChbCsZ9qyWglcurdO9ot5ABmDIxkekznRn1qQtVKlnQ68HTQ6V2zfR7jf2H9NSpZclyRJN7/btdT9XKFipVcFxv78yJVr6cqfDe/3RUr6yiT7fOVRSdlW9/0qWsczVlnT9cPGVKQssmcPOW/eP+dkIyX880Mmy0kaqVrVrcHir1alm5dEVh0jQDS+cmY0qGdz9yYuwUIxXLJVOyRPbvIIePT+bX2Ua+GeNE2UpWdDqtbalyT73ssnlGBo00PdT2kq8AtOxgoaC3yqRRzgSc1FHHgWcJvDzBaFRJ6UexiU9IO/VfKD8czOR1SLu4826pwyzG3nP7iviEtNKTx2XPtqVxXZj6qcqvK6DfcGjVGIJDYNCbTxZjZqZOTGLaTCdGfupMlUpW9HoVTw+VOvdcRLj/kJ66tbIeLQm09ZjnngrEurUsLFhi5Np1HWVL2zfL/WZiMt/MNDLiUyeqVrLa2sV7L4Dcd0hHvQfErqrw0Rgner1spmlDK37FVH6Ya2TuQgOD+tq3nMWebcvsXwx8MtR+QwqLnCdXJeahoaGsWLECRVHo1q0bBQsW5Ndff6Vq1ap07tyZUaNGsW7dOsxmM6+99hr9+/cnODiYVatW8f7772drUg6Q1xPe+VhrqFQVPhts4LkuacMdPq5j+3TUbOC4HWZIQjQAnk7pW+CwpFiiTBlrCjbdPMP4mi9ismbeKIckRJPX6IKCgppyIWlokra3zWx5TyKfF3z1qfZ/VYVu/eH1ruCUss4/7K89ACbNgPo1VSqXy3RRbNim9cCVK609/3wY3LqjsuJv7J6Ye3nC2NFJtrh7D3Th5a6mDKcu/9utz3LUgXtdvaZw/KSeoe85prc8VT4vmPKpCqioKnTvr+O1rqptnX/QX+WD/trfffIMhXo11XQX8z1IsSIq3oXsHrY2lN6n2g5PVaHXACde7aadLv71Nz31allxcdZ6bL+fkswrfZ35e6Oe9wY6vv76QTw8YcjHabF/MsiZ9l3M6dqWtb8baPachcJFHu1AokpNK27u6hOP+/0gigLlSmWstQ4Nh6oVtf9XKAMr1ikkJGrXHaS+btBn/rstVQKMBjXdhaEJiVrvdNWKT3ZAZc+2BaBTW+0BsHmnduFr5/ZPFGKmvDxh3OhkW9xvDnShRyZty47delo+oG0pXEg7kLJasZWA5M+nrVfPTMpL7BH7F6PTtvPXBzrzSteMJR0PE/uR4zrOntPRuL627+zdy8ytEIXV6+yfmNurbbl5CzZt07NpW8ZcplYLF8aOMvHiQ5wNy0ksubRX25FyzRq5ffs2S5YswWAwcPbsWS5cuEBwcDBbt27Fw8MDPz8/evbsSfny5dmyZQtLliwhICCAjh07snbtWvz9/bP7K6SzbZ0OvR46vfrkCfWRvY6rLwe4lRjNuahbVM/vl266h1Me9t+5nGF+Z72BO4kxXIsLz3R5O0Iu4KI3UsEz7UpVT2Meok2JnIq8ad/g7/LbGm1nN/D1jK+dv6QNyTbx46zfHxObttOFlOG6XtAaWkdatdaAXg9vvpa+l8RigaPH9NSt8+CGODRMYdlvRt4blJaUx8VpQ9M50u9rFPR6GPB6xpV0/hKs26Iw8eNH23aDQ6CFg8q2Uq1co0evhz6vaes2Nk5JN7qKpwc818qCNfs7yzPY8rcWe+eeaTv1Pdv0uHuoVK2Vtq6jMhnFJDOqFXR6KFXO8TX1L7SF42fSnpvNcCkQ2qVcYN2hlZZon7hrnnOXoFHd9MOYpvLy0IZTvHuZ5y9rPfOZDdf4uJ60bblbXLw2/OP4kWlnChzlr7UG9HqV3q+lTwAtFjhyTEe9B7QtjRtYSEpWOH8xrWwlKkbB3U2lQnnHbi9/rk39jWYee/069//82DitnOnumvLunc0Ob8+fpG0pVACWzU1K9+j2gpmCBVSWzU16YE29eDTXr19n9OjR/PLLL8yaNYs5c+bYXjtx4gSffPIJX331FZMmTSI52X4701yRmAcHB7Ns2TIaN25M//79+fLLL2nYsCFFihShSZMmXLt2jdWrV+Pm5sZbb70FwNy5c5k+fTqVKlWiaNGi2fwN0jt+QOHATh0jJ5kz9EJZUtqYezubg64ofDrIwPWr6ev2kpPh2iWFspUd25p8e2YLz/tWwctJ2/tV9ipKksXMuusneblEbWrelbQPLt+Cr05txJwy1nlBZ3d+bz7QNorL2ahg1l0/yRul6tve08G3Cj9f2EWc2TF3L9uxDzZuh7lfp9Wrprp2Az7/Bn7+BnzvGtXm/CXo2g8uXNGet24K129q86e6GAgvtnNIyADs2afn3+0Gpn+VmGFbOXlaR/ly1gzDzoWFK/QZ6MKhw9rPOyoKPhvvTN3aFg4d0bPvgJ5/t+uZOMU5w7qwp537YON2hTlfWzNd5+O+0TH3GytF71nn3frpuJiyzn9fozBlpnbDIqsVFvym0K6l/ccxv9uufTo279Dxw9RkW9wdWlvYtU+H6a4c4Np1hXYptbWhYdBroBP7D2dsUs2WtDpoRzu6X8f+nXo+mZxk216O7Nexa6uefAVUjh3UcXS/jg2r9GxNqS2+dkXh43ecCUppW/Zu13N0f9r3WL3cQKfuZrve+RO0pPve9dK9I6Bqo7OA1nNc2j9t5KP8XvBqF9jyn/Y8Lh7+O5D+Iuzx02DC9LTn77yh1Wun3sxo1QZ4o5v9btxjj7YlVVw8fDQBBr8FbZraJ76s7N6nY+t2Pd99lZShbTlxWkeFTNsWrYf9YMp2XqGcynOtzPy2Mq3HYss2PW/0NOHu5tjYt2zX832WsasZYg8NhzcGOnMgJfY6Na0YjXD0roumL1/V8fxzjjsD9qRti9EI5cuq6R4F8mvbXfmyaoYLp3MDK4pDH09ixIgRdO7cmb59+zJ48GAuXrzIhg0bCAkJ4cMPP2TUqFF89NFH+Pr6MmnSJDutkVxQyhIeHs6MGTPo2rUrderUAcDlrvv8vv322wAsXLgQf39/ihUrRqdOnTCZTDRu3DjdvNkpKQGO7NMRGgJ5XGHERHOGEpYLZxT+Xaedolq/Uk+bF6wUK6kl3EmJEBqikHRPpcfpIwqValjtfiX5vXbdvsiEE/8wtnonAqJuUSSPJ2/vXYxZtdLMuywfV23P2chgrsSGsenmGf67nTYWmVGnx9fVi7zGtL/FmGNrGFn5OT6p2oEEczKhSbHMu7DLrjHHJ8C23dqQe66u8NNX6Xu8/92t9b5GRsPMidqwa+nen6jdYTC1hrWoN8z4AiZ/r9WMOjuBq4t2oZc9JSRoox3cCtHhlkfl2ymJmV59/99uA82aZNyJJCdDcIiO2DjtQqMPRrpw/oKe4yfSn/7s/pL9RyDQ1rnCzRCtB/PHr6yZrHOFqGiYMdGaYZ0nJGqna1PXuWdelXVbdazeqFCrKvTrZaVmFfvGDNo637FHR/AtBVdXmDkl/an9Ni2shIZbGP2FkUoVrCQkKvToYqFCypjfySYIvqWkq2UODYMN/+oJC9duIlKxvI5WTe3fi5iYAIf36gm9rZAnj8rHk5Jtbcu5Uzqmj3PCZFI4uj/933/iD1qmmpSQvm0JOKljxyY9PkVVSpS2UrmmlWZt7XtksWmHti3cCYOFf0CnNtrvz80V5k7VhiL1LaKNtPLjl+l7NUcOgikztTt4RsXAhI9IVyJy7xCDVSrApx/Ap1O0HmhPD3i/75PFb++25dhpuHhVS+Q/6JdWLmdvCQnaSCu3QhRc88D0KUmZti07d+szjGkOkJysEByiEBuXlvCMHpnMd7ONfDPDiEseKJBf5a1e9k9uU2MPDlFwzaMyY0pyprHv2J1xPHYAky127bmbK3z3ZRI/zjey75AVD3ftdzy4n31jd0Tb8izJyaUs586dIzo62vbcy8uL6OhofvnlF6pXr24bcrtt27a0adOGQYMG2WXEP0VVHX3i5skEBQWxdOlSRo0aZRuFJTOTJk3ijz/+oEOHDoSFhTF58mTy58+f6bz2tj8w43jeuUHfY29ldwiP7WT9pdkdwmOJsMY/eKYcylOXMw5yH1WSmnsvlDpnytHNc5ZqOOXObSU3i7baeQzRp0iXS8eb1iu5M24AtyKB2R0CAJ+dfMmhy/+i6l+P/d4xY8awY8cO5s+fj5ubm61s5aWXXqJt27YMHTrUNm+NGjUYP348L7744hPHnON7zI8cOcKuXbsYNWrUfS/ebNy4MQaDgaNHj/L5558/taRcCCGEEEI8Oqvq2IOb1q1b3/f1rVu3Zvnap59+SlxcHK+88grNmjXjq6++Qq/XExwcnOEGle7u7ty6ZZ/hwnLuOYQURYsWJSIigl27si5zCA8PJzo6mo8++oj58+dnyzjlQgghhBDi2ZCcnEz58uWZOHEi//77L+PHj7e95nzPzRGsVisGOw1dleN7zH18fEhISGDFihWULl2aIkW0W2iazWbbSrh27ZqtN/3elSWEEEIIIXIei4P7h+/XI/4gQ4cOZdiwYVSsWBEfHx/eeust6tevT5EiRdLVnquqaru/jj3k+B5zPz8/+vXrx8aNG/npp5+4evUqgC0p3759O3///Te1atUCQMnFNV9CCCGEECJ7RUREsHPnTkqVKgVAtWrV6Nu3L4cPH6Z58+ZcuJA2wEVwcDCqqtKgQQO7fHaO7zEH6NmzJ1evXrXdxbNFixaUKFGCW7dusWXLFqZOnWq3IxUhhBBCCOF4jq4xf1xeXl74+flx8uRJ24iAiqJQq1YtqlWrxptvvkliYiIuLi5s2rSJnj172u3axlyRmOfLl4/Ro0dTq1Yt5s+fz/Lly/H19aVkyZJMmDABPz+/By9ECCGEEEKIB1AUhTlz5jB79mzOnTuHTqcjX758dOyo3eZ7woQJTJw4EW9vbxITE/n444e8g9jDfHZOHy7xXomJiVgsFlstub2K7Z+EDJf49MlwiU+fDJf49MlwieJhyXCJT58Ml/jkRhx/xaHL/7r6bw5dviNkf1b7iO6+YVAuO6YQQgghhBAiS7kuMb+bXOgphBBCCJE7WXJojXl2ytWJuRBCCCGEyJ1y6sWf2SnHD5cohBBCCCHE/wfSYy6EEEIIIZ46qyr9w/eSNSKEEEIIIUQOID3mQgghhBDiqbPk0qEyHUl6zIUQQgghhMgBpMdcCCGEEEI8dTIqS0bSYy6EEEIIIUQOID3mQgghhBDiqZNRWTKSxFwIIYQQQjx1Vrn4MwM5VBFCCCGEECIHkB5zIYQQQgjx1Fnk4s8MpMdcCCGEEEKIHEB6zIUQQgghxFMnF39mJGtECCGEEEKIHEB6zO3g05J1sjuEx5K41Cm7Q3hsLd4ekN0hPJbR0+dndwiPLVnNnc1FU5eI7A7hsRXSm7M7hMeyLyl3bisALkruXOdGRc3uEB5bpMU5u0N4LJtiqmZ3CI/tiyLZHYFGbjCUkfSYCyGEEEIIkQM804n5uXPnWLlyZXaHIYQQQggh7mFFcegjN3pmE/OAgAB69OjB6dOnszsUIYQQQghxD6uqOPSRGz2TifnNmzd56623aNOmDUOGDMnucIQQQgghhHig3HuFzn3ExcVRs2ZNPvnkE/Lnz8+tW7eIiYnB3d2dIkW0Kx5UVUVRcufRlBBCCCFEbifDJWb0zCXmqqpStmxZmjZtysWLFxk8eDC3bt0iPDwcf39/OnfuzIABAyQpF0IIIYQQOcozk5hbLBb0er2tJzwiIoLevXvTuHFj+vXrh5OTE6GhoXz33Xfky5eP7t27Z3fIQgghhBD/b+XWOnBHeiYS89u3b7NgwQLeeustvL29AejRowdFihShW7du6eatVq0aJ06cyI4whRBCCCGEyNIzkZgfOXKENWvWYDKZ6NevHz4+PhQsWNCWlJtMJvR6PYqioKoqUVFR2RyxEEIIIcT/b7l1SENHeiaq7suXL0/JkiUJCQnhxx9/5Pr16+h0OiwWCwBGoxGdToeiKMTExJA/f/5sjlgIIYQQQoj0nonEPF++fNSvX59GjRpx4cIFFixYQHJyMrt27bLNExgYyJQpU5gxYwZ16tTJxmiFEEIIIYSMY55RrixlMZlMGI1GrFYrqqri5OQEwKuvvopOp2PTpk28+OKLhIaGsnfvXiwWC8ePH+fo0aOMHTuW4sWLZ/M3EEIIIYT4/y23Js+OlOt6zMPCwvjss8/477//0Ol06PV6XF1dMRi0Y4wePXoQGxvLnTt3aN68ObGxsbi4uNCqVSvmzJlDhQoVsvkbCCGEEEIIkVGuSsxv377NmjVrcHFx4csvvyQoKMj2mtVqJSwsjHHjxhEVFUWfPn2Ijo5m8uTJhISE4O7ujoeHRzZGL4QQQgghUkkpS0a5ppQlJCSEZcuW0aRJE/r06UNQUJCthAWgcuXKDB06lLCwMH7++WeKFi3KggULOHjwIDpdrjr+EEIIIYQQ/w/lisQ8JCSEGTNm0LlzZ9uFm35+fhnmS0pKYtasWRQtWhSA3r1707VrV+kpF0IIIYTIYXJrr7Yj5YrE/Nq1a1SoUIF69ephtVoz7QFv3rw5FSpUsN1gKHU+ScqFEEIIIURukCtqPPbu3cuePXsAsixLCQ0NJSEhwfZcyleEEEIIIXIuK4pDH7lRrshePTw8iIqKIjo6Ost5IiMjCQwMfIpRCSGEEEIIYT85MjEPCQkhJCTE9rxMmTIcOXKEv/76K918qXf2BC0xd3Nze2oxCiGEEEKIxyejsmSU42rMz507R+fOnalevTrffvst3t7eVKhQgbp16zJ58mQ8PT3p0qULAHq9HoBdu3axa9cu+vXrl42RP54aLavQ6e22RN6JxmwyM2fkIqwWa6bzunu58e6MvkSHxZDP24uFn//GjQvBTy1WJ52eHS+8S+E87gBEJMXTZM1MEi1mXixRmZZFy5BkMZPX6MxnhzYQnhT/wGV6OrnQp1w9kq1mgmIjWXvtjF1jzu/lxtC321C7egkio+P5bdUhVm84Znu99yuN6PJ8DQA2bTvDT7/uwGJV77vM7p1q8f6A1rbnP/26gyUrD9g1botZZcMSFVUFoxOEhUD7Xgr5vdMamrOHVfZuUHHLC2EhKi+/q6NQ0awbokunVFbMthJ6E/zKQs8P7z//48a9eanFFnd4iEqbnoZ0cZ87bOXUHgueBRUiQ1XK19JRtbH+wcu2qOzfYCXytkpBX4XK9XW4edovfosFfvzFSFSUQngElPBTGTzAhF4PJ0/r6D/EJcN7ype18uucxEyX1+NNFwKDMvZ9LPk5gTKl7r+NPU7s839xJjpaISJCwc/PSr/+SejvWq2ff5aH3buNtuczZsZRqZIlk6XBrv8MzJvrTHiEjho1zAwbnoiXl31jBrBaYOUCHXHRClGRUKSYSve+VnR3xX10r8JfC/W8P9ZMQZ/7L8+UDEtn69DpITZK4bmuVkpXtH/cqbH/tsBAbLRCVIRCET8rPfua0enBbIbf5hv4b7O2i23Y3MKr/Uw4Z9yEMvXnEgOnjugY802yQ2K3WGD5fCMx0QqREQq+flZ69TPZtpfffzWycY22rTRra+b1/snptqV7bd9kYMUSI9ERCpWqW+g3JJlC3o7ZXv5aqBAXDdERCt5+Kt36qLbtJSwE/pin4FUAYqKgxwAVz/xZL+9OMPw5X8HdA4KvKXR4xUrl2nYPG6tZ5fQfdwDQGxXi7pio1L0gboXSRpZLjrVw5OdbOHvoSYwwU+XVQuQt6pzlMsMvJnDk51tEByWS19eZGm95U6hS7uuczK3JsyPlqMQ8ODiYadOmMWTIEOLj4zlx4gR169alYMGC9O7dm6CgID7++GPOnj1L06ZN8fHx4ejRo2zYsIFx48ZRqFCh7P4Kj6RUtRJ8suQDBlQdRnRYDIO/68PAqW/w47CFmc7/xZqP2bxoB//M3UKZmiWZsukzBlQdRkJs5omBvXUtWZWVV04QmhgHwJWYMBItZhp7+zOgQgNe2jQfs2rlwyrN+Klpd17ZugirmnXjXM6zEF/V78SnB9dzKuKWQ2L++L32nL0QzM595+nQuirDB7UlITGZTdvP8GL76oRFxDL88z/o2KYqr75Ul+vBEazZeDzL5el1CrWqFef7ef/apq3/95Td4964TMXFFVq/rCV2V86ozBlr5ePZ2h4o+KrK8u+sfPKjDhdXhb0brcz6n5VRs7Tn9woPUTm0TaXXhzruBKv8NkNl0VdWhk1/cEL8KLYss+DsCi27a03L1bNW5o8zMXyWtgO6HWRl/UIz708zotMrWC0q3w4x4VVIwa9c1ifwEmJVfp1kolZLPc/3cUyzNXehkbhY+N+IZFQVBg915oe5Rt5/x8T6zXp69TBRsnha0rhtp4HyZTM/iD5xSkfhQiqvdEvG2Vn7DYRHKPy52mD3pBzg14XOxMUpDBueiKrC8GGuzJvrzNvvJAEQdE2H3gCDBmtthYuLmmVSHnBWx9mzej77PIGAs3q+n+HCD9+7MPqzhEznfxKrFulIiIPeQ7WDuSkj9fzxs45XBmrr9fh+hV0bdQRdfrid98/f6CnorSX3kWHw+SADY2aaKVDY7qGzYpGB+DiFAUNNqCp8McKJZT8beG2gmb+WaAn7m4NMnDmuY8MqA4mJ8PZw0wOXG3xdYdVSA2UqZL5t2cPvvxqJj1N4Z5i2rX8+3IUl8+DNt01sXGsgX36Vz6Yk8u8GA2v/MFLE18pzncyZLuvkUR3/bjDQ481kQkN0/LnUyMRPXJj6YwJGp0zf8tjWLFZIiIM3P1RRVZWpH+lY+Qu8PEAlKRG+HqXj9fe05PrwLvj+cx3/m57+QC+VKRm+/UTHgI+tlKoAwddUJryvY9TXVoqXsW/cZ1beweiqo0LnggCEnotn15dBtPumNACqqrLry2uUaO5F6bb5iLicwI7x12g3rRTGPBmDT4wyc3hOMCVbeaEzeHH2z1B2TrjGc1+Xum8yL3KHHFPKcvv2bWbNmkXv3r0ZMmQIH330EbVr16ZgQW1Dbt26NZMnT6ZDhw4sXbqU9957j1GjRrFp0yY++eQTihUrls3f4NH1ndiLI1tOEB0WA8C2pbvoMqQD3iUyHmA0696A8vXKsGXRTgAuHr1CUkIyXT/s+FRiVYAGhUvw9YntLDh/kAXnD7Ij+DIA71dpysbrAZhVbUfy64VDVM9flPbFsr7LahHXvPzS/BW+Or7NYUm5v18B1m09yfzle9i84ywjx/5B4PUwXniuGgAB54NZu+kEl67eYca8f7l5K5JSJQred5mtmlZk3ZaT/LH2sO0RG5dk99hP7FHJ5532vFgZuHkF4qK1pG7zbyrlayi2JLxea22HtWtd5klfXAz0GKLgV1ahVjMdzTsr3Lxq97A5tddKvsJpSZRvaYXgK6ot7oBDVtw9FXR6bR6dXsGnuMKlk1knIRazyoIvTPhX0lG3rX0PJFLFxMJvKwy0ba0lq4oCPbqaWb7CwJ1Qhfp1rHwwyMSLHS10aq89oqOhRdPMk5WISIUZU5Po1tlsm98jr0qzJpknw08iNhb+XOlEq1YmW+wvvZTMnyudCA3V1vOqVU68934i3bon0617Mh07ZZ0g6vUwYGASpUtb6djJRKvWJq5csf+uIj4WNv+lo0FL1RZ3my5WNv+lIyJMm6d6fZUWHR8uQb18TmH/Nh1N22nzexWA4mVUVi+y/zYTFwvr/zTQuGXa9tK+i5n1fxoIDwWdTkvCG7W00P9DEy3bm/lvsx7TQ3SA/7HQQJWajkvK42Jh3Z9GGrcy22J//iUT6/40Eh6qULaClbadzPiXttJncDKFfaxcu8/f//xZPZ9NSaRZawtde5kY+GES16/pCDht321G214U6rVI215ad7ay5S+FyDDYtlbBbMLW412zIQRfg/3bMj+o27tVm14qZTdVpDhUqA5/LrD/tn7jQAxuhdLOVuUr6UJUYBJJMdrf4PreGMIvJlCimaf2eqk86J0Uzv8dnunygg/H0mikH2Xa56dUm3w0H1MC1QqBO6PsHrujSSlLRjkmMb9+/Tp58+alQYMGtmmKonDu3DkWL17Mhg0bqFChAtOmTWPdunUsXbqUn376ienTp1OmjJ0Pb58C17x5qP1cNS4evWKbdvHYVVAUmnZvkGH+pt0aEhRwg+TEtJb9wuHLNO/R6GmEy3PFytPGtxwLW/TkuWLlbdONOh01C/gSkZTWmxaeFE9gbAQti5bOcnkT6zzP9puX2BNy1WExx8QmsmPPedtzi1Vl/5Er5HXXziefv3w7w/y7D1y67zJ7da3HkL6teLdvS/J7Oe60obsnbFupYjZpO6HLp6GIP7h5aA3NhZMqbneNBKo3KBQvC6cPZJ6Y+5VRUJS0RsrNA6o2sH+j5eYBO/602OK+elrFx1+xxe3moXDhmJVr57TEw2xSuX5RpVSVrJuiHX9aiImAtr0ck5QDnD2nIz5BwdMjbf1VrWzBYlHYd1BH83sS6vAICItQKFcm8/XdvImFeweG2rnbkGE59nDunJ6EBAWPu2KvlBL7oYMGwsIUNqw38r+PXVnxhxPJD0gOy5ZLnxR6eKg0bJT5AciTuHJeITFBwe2uuMtUVLFYFE4dSts2H7bX9dB/Ci6uKt6+adP8y6oc/E/Bauc89/J5HYkJCu53xV62khWLReHIPj3PdU6/vmo11P4eCQ846fDfZj3V61rJ6+GY8huAS+e02O/+jPIpsR87pKfUXWeBFAXc86rUaZj1dtvyOTPGtJyT2g20eWNj7Nu+XD0PSQla2Umq0hWxbS+H/1PS9XTr9FCsFBzckXkc506AW97000pXVAk4xkMdQD0K57x6zq0Jw5LSLoYGxONZ3BnnvNrZv+v7oslb1BmDc1qjka+UC0F7Mh/wwqeGW7pE393HCY9iziTH2r99EU9ftifmZnNaAxYUFMSWLVtYtWoVU6ZM4c033+Tll19mwoQJjBgxgvfee487d+5QvHhxKlasSMGCBXPtBZ9lapbEYDTYessBTEkm4qPjKVOjZIb5y9crk25egMg7URSvWAyjk+Mrkoq4erD/diDV8xdhdpNufN3gBRQgr9EFvU5HAZf0f4fwpHh8XDMfQ75qPh+aFy3NtdgIptTryPr2A/i81nM46+37PcIi4jJM0+t0nDmfsS6/tH8hDhy9ysFjV7NcXuGCeblyLZTEJBOvdK7Dwu/7UKlcEXuGbPNcTx1BF+CH/1m5dl5l4zIr/cek/VwTYiAmMv173D0VIkMfvGyLReX6Jeg+2P6JeZueBm5cUJnzPxNB561sWW6m92dpO5BqTXQU9FWYM9rEucNW/pplpkU3PcXLZ94UWcwq2/6wUKqKwpo5Fqa/n8z8cSbCQ+ybuMSkJBERkWnrxMtL+/f2nYzradcePU0bPfxOMCEBLlxSqFHV/j2hsZnGnpIAhCpcuayjbj0zkZEKP8524b0hbkRGPtzfPiEBoqIU3njT/meF4mO1f2PuiiWvl/ZvRCbr/EGunFNwvyfRyusFifEKt+18KU5cSlMcfVfsHl5p0/Le0/RZLOBT1IqHZ9bLjI2Gowd0NH/OsclVbKwWc1TE3bFr20tYaPr1fvWSjup1LNSok3VM+Qum/y1aLaAoKmXtXIqTur1ER6ZNS91ewu9A4AVwy5s+Fg8vuJZFX0t8rELMPR3M7p5gNikZ2tYnVal7ISIuJ7Lzi0DCLyZwZmUojUam3SQx/GICTnnTdzw4exqIuZGExZRxPebJb8wwTbWqFCiXx76BPwXSY55RtibmN27cYOPGjVitVqpXr46iKIwfP55PP/2UVatWUbJkSYYNG8bixYv55JNPiI6OfmaGRPQqrLXcMeGx6aYnxCTiWTBvpvNnNq9eryNvfnfHBZpiwfmD9Nv5Ow1Xf8+iC4d5yb8qfcrXIzwpnpjkROoVSn8nVhe9kajkzGvfnytWnnhzMqcibjHqwDo+PrCOV0rX4LOabR3+PWpW9eO31Ydsz91cnejasSbTv3iFujX9KZzJuk91OzSG8d/8TZ8PFjDkk6UkJZuY8EkXXJwzNpJPqlx1hTdHKVw9C98OtdL17fQXahYsApdPa3WWqZKTVFwfsCmcPazy/UdWTuxWOXvY/r1yZarr6PWRgcAAle+HmXhxoIGCd8VtdFYYOMGIR36FuZ+acHFVaPB81j3hl06oJMRCgaIKLw7Q02+8kdtBKj+PMWGx2C9+36Lazu/o8bQmMTFl8/XIZJPYuUdP88YPn0DtO6inbm3rfS+ge1xFU2I/eSJt4amxu7ur1KlrYey4BJYuj2XosASuBer4ZuqDr0Lcsd3Ae0PcOHzIwKlT9g+8UBHt73fuZNr2kdpkuGb9M8xSdKSSoQfUJY/2GbFR9t1BexfVlnv2RNr2kpQSu5t7xu3y5GE9HV++/1mH3xcYefkt+5+ZuJdPauwn0/6mSXdtL6CVu/zzl4GxI1w4flhP6O2HX3/Hj+hp1MJCwcL2bV8KpfSBXMhke1EUsFoz//vHZjHKcqEiKuF3IPSuSsrklOPPx9n+7qdwFTfqf+BL2Pl4to6+Qo3ePuQtknYqKDHKjJN7+t+YMY8O1cpD9YInhJswJ1kp1lBuqPgsyLbE/Nq1a7z88sucOnUKnU6HXq9n+vTpzJo1i99++42///6bH374gd69e1OnTh1ee+01ypcv/+AF5xKp+VRSQvpzZjq9DrMpkx+imvm8QObzO0iCxcTYwxtZE3iaXqVrArDo4mEaevvToohWutKwcAlK5M1HYEzm9XGlPAoQFBtpK2M5Hn6TDUEBvFyqOh7Ghxy24DE0bVCWw8cDCQwKs01LTDSx//AVVm84RpmShflsWKeHWtaJMzcYMXYFXh55aFLfMaVUUWHQ+HkFZxeY9T8rN6+m7eiavqgQGgy7/tamBV1QuXaeB46y4lcGmnfW4ZoXFk9VuX3d/sl5dLhKw+f1OLnAnNEmgq+m7/GJj1HxLa1QqorCjj8t/Pt71snI7SAtvnrP6dHpFfJ6KTTvpifkmkrAQfv1yFUop1KtsoWVq43cuKlgtsDaf7QzOMV8039OYiKcv6ij+iP0fu/craeFA8pYQCs9qVzZzJrVTty8qWCxwPp/tJ1+Ud/0ZQkdO5l4971E9u41EvqAXukqVS1065aMxQJjx7gSE3Pf2R+Zf1koU8nKv2t13A7WepV3btDatNTE91EogJNz+velXPaCnU/GUbKsSrlKFjavNRASrK3z7Ru0xMrbN30M4aFw45pCyw5Z//3PHNeRr4BKkWKOK2FJVaqslfKVLWxcYyAkZXvZul5bQalJu0seqFnPQrsXTFy9qGP6pIe7oNBqhS3rjLzWz/6jyZQoC6UrqWz7W+FOyvby30ZtG04drcfpnjCtVrI8GG7RUUVBG5XFYoGocDi2V8Ejn4qLAzqeE8LNlGqbH4Ozjp1fBBJ1La3jSlFA75Q+HUvddlOvx7mfgNVhVH/TG70x24sgHpmqKg595EbZ8ldMSkpi48aN+Pr6snLlSv755x8SExPR6XRUqVKFypUrky9fvnQ1sQcOHCApKYnixYtnR8h2Fx4cAYCbp2u66XncXYi6k/EQPzw4ItN5LWZLhp70p2H2mT34unkBMP3kTn44vZtR1VvxfaOXqJq/CHmNzvwTdDbT97oanIgzp2+494RcxaDTUcLdyyHxurs581zzSsxeuCPddItV5catSOYt2cXSlfupXrkYbq4PV9R6NSiMXQcu4lPY/r0U+zdbuXxGpftgHe9P1X6mc8dZsZi1HWfj53W89LbCnvUqP31u4cpZlehwqNn0/g2Ru6dCzWYKgyboUFU4c8i+icDBzRaunFbpMsjA4KnamYQF40y2uGMitAs5XxxoYOBEI5Ub6PhnvoULRzNPcpMStffdPcxc2Rra+rhj54OKqROTqFfbwshPnflqmhPXrms153XuuRBv/yE9dWs9fO+3xQJHjuuod59ygCc1fkICtWqbGfOZK99Nd+H6dR0eHlZq1sz4mR06mPDKZyUk5P7Nf4ECKh2eN/G/TxOIj1c4ccL+JXPvj7NQqabKjM8NLJqhJ+QGuHuoVKzx6H9bz/wq8XHpt//EBO15Xk/7J7zDxydTpZaFb8Y48csMI8HXdbh7qFSpkX57WTbPyKCRpiy3F7MJNvxl4IUeju8tTzVqfCJVa1mZMsaFud85EXxdR14PlSop24teD0V8VXr2NfHSqyYCTumJe4jdzNoVBjp0MVHYxzEHGEPGWqlYU2XmWB1LvlcIua5tL3WaqhiMKgn3VC8mJSjkzaJ8qGgJ+GCClfA7Cl9/pGP3Jq0UsE4z+8d+dXskYefiqdXPh5bj/QHYNSUIa0q76OJlxBSf/rdqTrSi6MjQk36v0HPxKDooVl96y58VT324RKvVirOzM926dWPAgAGMGjWK0aNHM3HiRJ577jkMBi2kgIAArl27RpMmTdiyZQsHDhzgo48+onBhB4x7lQ2unb2BKdmMV+G0VsM5jxNunq4EHLyYYf5LxwMp5Fcg3bR83l6cP3w5XTnD03ItNoJbCdoBhEVV+fbkDr49qSW9n9Vsy96Qq5yOCMn0vbcSoqnjlr70JXUIxsgsyl+ehE6nMKh3c76buxWzOetezu17zvN69waPVCJx81YUd8Lsf2C0frFK5/5a4uRbSmHAWB3Th1s5fwwq1tHmafmSjpYvaf/f9qeVgkWgSsbrhjNVuJhC0ZL270nctMRMp37aQouW1NH3cyMzR5i4eFylfG2Fvf9YKOynI28+LWF64xMDM4aa2L/RQtmaGRNFr4LafPGx4JEyHrF7Pu1f17z27Q3x8oRxo7UDRlWFNwe60KOrKd2FbQA7dutp2fThk+zjJ3VUKGfFxYGjmHl6qnzyP+23o6rwzttuvNQ1OUPsoCVd3oVVChZ6uB7/WrUsuLurGB2wt8jrCW9/rK1LVYWxgw206WLF8BjVYX6lVa5vSb9NREVoCbsjhkv08IQhH2uj26gqfDLImfZdzOliX/u7gWbPWShcJOs25fwZHQd363nj+YzdtD3b5uGzr5OoVN2+9doenvDBJ0m22Ee+48LzL2Xc1gEaNLPw5zL1gQeip4/rMJsV6jdx3AFGXk8YMEoFtHs8jH9XR+vOKkYn8PVPX38O2t/fv3zW675ybahcW1u31y7C2iUKrV6w//709O93qPaGNsyWl78LTT72499Pr3L7VBw+Ndzx8ncmPjT9SEmJkWbylXJB0WXdziVGmrm8JZI67zjmWqenwUru7NV2pKfaYx4YGMjy5csJDQ0lf35tL5uakI8ePZpNmzZhMmkbZ4UKFdi7dy/t27dnwoQJ9OvXL1cOiZiVmIhYDvxzhIr1y9qmlaxanOQkE/vWHsow/9YlOyldvUS6Cz1LVSvOfyv3PZV471U1fxFWXD6RYXo5z0K8UKIyH+3/O8v3brtxkRLu+cjnlLYj8nLOQ2BMONfjIu0e68A3mrHqn2OE3nVmweuesw8ATkY95y+HkJj04LGGU/kU9mD3gYwHUk8qMY50O/iSFRV8S6WVQN0tKkxlyx8qb3ykQ294+EbObILSle3bKN4bd4mKOoqWUrCm3LTp3tcNTgr1ntNn+r0AytbUxt8OPJuWmCTEaMPRla7muObrr7UG9HqV3q+lTzIsFjhy7NF6v3fu1jtkNJas/L3WiF4PPXtlXk4QHw+FClvxfsgbwGjlACrlyjv2O2xfp0OnV+n46uMloY1aW4mO1MocUl2/rFC7sRXFwfv+LX/r0euhc8+07WXPNj3uHipVa6V9n6iIjO8tVc7K5NmJ6R61GlgoWVabXqqcfZPye23624BeDy/1zLzdMyVDybLW+5Z3XA9UOLDbQLdeacuIirRzoPfYsU5Br4cOr2rbcYNWKpcD0v7QFgsEB0Gdpg/ezq0WWDpLR9c+Kj5+D5z9kZniLeiNabEVKOeKl78Lakq7WKKZJ5GB6S/0jAxMvG/NuCnByoklIdTo7W0rd7GYVJLjctfILHLxZ0ZPLTG/dOkSL7zwArNmzeLvv//m6tWrABgMBiZPnmxLzjdv3kxycjI6nY4xY8bQtWtXli1bRunSWQ+9l1stnbiSmq2r4pxHK51o+1YL/prxD6E3wqnZuio/HPjS1qO+b+1hrp4Kon7HWgCUr1sGo7ORtbM2OjzOvEZnZjfpRiNvfwCKu3vRvWQ15gTsTTdfcXcvJtbtwFvbl3IzPq0cp5xnIda060tZD22M8M03znM07AZvlqtjm+d5v4pMO7UTe/dV9H+9CTpFIZ+XK/Vq+tOwTineeas5Fcp40+PFOrZxyw0GHb261uOHn7fZ3luqREHmTXsT/5QzFS+2q867fVvi5uqkjXP9Yh227TrnkHHMa7dUOLknbW0kJajoFChdJf18MZEqv35l5Y2ROkqUT2uEosNVvhpi4dzRlAu9Dqkc2WG1JcgH/7VSpppC0ZL2bbhqttRxem/aziUpQUVRsA2HWKO5jsunrCTEpn23kGtWardKuV4iWeWHEckc3qrtXDzyazXl/6222M4MHdthoV47HQWKOKbR3b1Px9bter77KgnDPb3EJ05rvd/O91Q7hYVrPewHD2dsUvfs19PkPsPN2dP+fQZ27jDy5ZQ4W+zfTXdh9SojFouWlM/5yYUBA9POTF2+rOPtgW5cTRmrets2A/v3pX3x5cuceLlHskPu/Jnq+AGFgzsVhk+yZFjnlpRc13LPKgy6ot1A6MZV7Xnx0lCzoZUju7XvEXYbgi4rj53oP6yj+3Xs36nnk8lp28uR/Tp2bdWTr4DKsYM6ju7XsWGVnq0p1y1cu6Lw8TvOBF1VcMkD/mXUdA/3vCouebT/O6LeOdWR/Xr27jTw6ZeJGAzaQdjaFQYCU27oZDLBqt+N9H4n7SAv8LLCiLddCLqqzRMSrDDrG2eq1rRw9ICeowf07NyqZ9EcO99d6C4nDmjDY3440Wpb503bq6Bqo7MAHNmlULQ41GqiPY8K13rYzx5NvyyzGX6doVCtvkrbro7Zxos38eTGgbtGYEuwggIFK2qjmRWpnRdPP2eCD2udR2EXErCaVMq00zowLSYr/356has7IrXnyVb2fnudguVdCTufQPDRWK7vj2bf9OsOiV88XU+llOXGjRvMmzePL774An9/f/R6PaGhoRQtWhQnJyd0Oh0TJ05EVVVGjx6Nm5sbBQsWpESJEgwbNuxphJgtzh++zMz3fmb4vEFEhcUQEx7LwjG/AeDu5Ya3fyGMKSN+WK1WxnSewtvfvEWFBuUo4JOPj9qMJzHe/knhvZIsZvIYjMxr1oMLUaHsCL7EZ4c2YEoZHLh10bIUdfPAyykP7/y3grCk+HTvdzUYKebmiatBa6hV4J3/VvBZrbZ8VL0lRp2ebTcvsjbwjF3jfrVLXd58uaH2/5fq2qZHxySw8Pc9vNmjIQNeb8LJgJsEh0Sy9M8D6YZSdHE2UqSwJ3lSDpyiYxJo06wi7VtW5uTZ6yz98wCnAm7aNeZUXQYo/DVHu7unt582NOKbo3Q459F2hueOqoTeVIm4A72G6ijgkz5JNZsgPETroQa4fkll828q//yq4l9RoVgZePld+ye2L/Q3sHaumT++M+FdXCE2El77yGCLu3h5HS8NNrD8GzPFyyuoKpSsoqNSfe08ucWq3aU09YZEAO3f1LNxEfwx3YxnQYXkJOjyjn2broQEbaSVWyEKrnlg+pSkTE/rZ9X7nZysEByiEHtPjfOlKwqFC6mZjuxiLwkJsHePgZAQHa6uKpO+jE8Xu6uryry5LvzxhzPVq5np0zeJgoXS1m9iokLILR0JiVrsp04Y2LjRiK+vldJlLNSoaeG55x7+LNLDSkqAo/sUwkIUXFxh2ERLhhKWi2cUtq3TEu2NK3W0esFKsZTRZJMTFUJDUuvIte8zYJSFxTP1LP9JR1SEwocTzOR3wA2hExPg8F5ttJI8eVQ+npRsi/3cKR3TxzlhMikc3Z++/mPiD4m27x4aopBk/5upPlBiAhzaq+dOiA4XV5XRkxJt24vZDHt3Glj2ixPlK1sp7GOlSw8T5SrddbCdqHAnREdCgkJMlMrYES7cCdHx5Wfpv+ubb9t335SUqF2cGXZbuzj1wwnpS55cXOHDSVZW/6qjoLc2Gsv7X1ht9xMwmyAsBOJT2sQbV+HqBYVbQdC4rUrZKhk+0m6qv+nNsYUhHPrxJnl9nUmKNtPgA1+MebTgdHqFJh/7cWxBCGEXEkiMMNP88xIYXLTXVQvE3TGRHKO1PXu+vs6to7HcOpq+jLJIbXec3Bx3vwdHyK0XaDqSojq4QDkuLo4pU6bQsWNH6tevn+F1VVVtF3mazWbGjx/P77//TqtWrZg4cSL58uVzZHh20Vb3cnaH8FguL62Z3SE8Nt9l9h+i8GkYPX1+dofw2JLVp35Jil00dcmkfiCXiFGf3gWB9hRkzn3jKadyUXLnOjcqjj0z4EiRFseNxuVIm2KqZncIj+2Lqn9ldwgANN48yqHL3912ikOX7wgO39OaTCYSEhIoWzatlvrMmTMEBgaybds2LBYLbdq0oUOHDhgMBrp06cLp06cZPnx4rkjKhRBCCCHEo8utdeCO5LDE3Gw2o9frcXNzw8XFhYkTJ+Lk5ERwcDDHjh0jMTGRfPnyYbFYWLduHQaDgbZt2+Lm5sZPP/1EwYIFHRWaEEIIIYQQOY5DLv68dOkSY8eO5fjx4xiNRpo0aYLVauXIkSMkJiYyePBgfvzxR7Zt28bKlSvp0aMH586dA6BcuXKSlAshhBBCPOPkBkMZ2b3H/Pbt2yxbtgwfHx8KFSqEqqq0a9eOZs2aoaoqer0eZ+e0AX39/Pzw9fVFl3KFhuLoca2EEEIIIYTIgeyamIeEhLB48WI6dOhA7dq1Abh48SJlypQhTx7tYqDExPQ3kNm7dy9BQUG8/fbb9gxFCCGEEELkYFJjnpHdEvNr166xYMEC2rdvb0vKAXbt2oXBYMDf3x/Qhk48fPgwefPm5dy5cwQEBPDZZ5/h6+trr1CEEEIIIUQOlw03Ls/x7JKYh4SE8Prrr+Pm5sb7779vm75+/XpWrVqFm5sbVquVUqVKUbp0aW7evMncuXM5ffo0S5YskaRcCCGEEEL8v/fEibnFYuHSpUsMHDiQH3/8kZEjRzJlyhQCAgIICgrihx9+wNfXl/DwcEJCQti6dSuvvPIKbm5u+Pj4ULRoUXt8DyGEEEIIkYtYkVKWez1xYq7X62nYsCGNGjWiatWqDBw4kL59+1KvXj0GDRpEvnz5UFWV/Pm1W8teuXKFkydPUqtWrScOXgghhBBCiGfFYw+XeOfOHQ4ePMjWrVsxmbTbNVevXp25c+cSHh5OQEAAoPWop460sm/fPnbt2kWBAgXsELoQQgghhMitZLjEjB4rMQ8KCuKDDz7gs88+49133+XVV18lPj4egGrVqjFz5kzOnTvHiBEjuHnzJgBHjhxh7969zJs3Dz8/P/t9AyGEEEIIIZ4Bj5yY37hxg6VLl/Luu++yYsUKRo4cyYULF5g+fbptnmrVqjFnzhxOnz7N1KlTWblyJVu3bqVnz55yoacQQgghhMCqKg595EaPlJhfvXqVN954gzJlytC4cWPc3d15/fXXqVy5MiEhIVgsFgCsVivVq1dnyZIlbNq0iR9//JFXX30VHx8fh3wJIYQQQgghcruHvvgzLi6OX3/9lYiICH7//XcaN25M4cKFcXZ2pkWLFhQqVAi9Xg9gu4unyWSiU6dODBo0SMpXhBBCCCGEjYxjntFDJ+ZGo5G+ffvyxhtvMGTIEAYOHMjixYvR6/WsXr2aa9eusXnzZgoWLIinpydOTk5EREQwatQoChUq5MjvIIQQQgghcpnceoGmIz10Yu7k5ESxYsUAmDp1KiNGjKBnz560atWKN954g6SkJMLDwzlz5gwBAQHExcUxbdo0ScqFEEIIIYR4CI81jnmlSpX45ptvGD16NH///Te//vprhlKVuLg43Nzc7BKkEEIIIYR4tkiPeUaPPY55xYoVmTBhAnny5GHgwIEEBQVx48YNoqKiAHB1dbVbkEIIIYQQQjzrHjsxB63n/OuvvyZPnjx07tyZhQsXYjBonfCpNxUSQgghhBDiXjJcYkZPlJiDlpy//PLLeHh48Oqrr0r5ihBCCCGEEI/hsWrM72a1WilWrBhLly6laNGi9ohJCCGEEEI842S4xIyeODHX6XQ0adJESleEEEIIIYR4Ak+cmIPUkwshhBBCiEcjo7Jk9MQ15kIIIYQQQognZ5cec5E7uR3Ik90hPLYbzXNnYVrbPObsDuGxfXCzZnaH8Fj2GRKyO4THtmpZ0+wO4bH8OXhqdofw2AJMhbM7hMdyOSl3xg2wfHL77A7hsbjeMmV3CI9vU3YHoJEe84wkMRdCCCGEEE9d7uxicywpZRFCCCGEECIHkB5zIYQQQgjx1EkpS0bPfI+5xWLJ7hCEEEIIIYR4oGc6Mb9w4QLfffcdp06dyu5QhBBCCCHE3VQHP3KhZzYxv3XrFpMnTyYhIQGr1UpMTEx2hySEEEIIIUSWnska88DAQL7//nuGDx9O5cqVszscIYQQQghxj5xeY379+nXWrl1LsWLFKFGiBNWqVSMwMJDZs2dTsGBBoqOjGTFiBB4eHnb7zGcuMQ8KCqJ///4YjUbKlCkDaHXmer0+myMTQgghhBC5wa5du1iyZAlTp07F3d0dgPj4ePr168e8efPw9/dny5YtDB8+nLlz59rtc5+pUpabN2/y008/UatWLfLmzcuHH35ISEgIer0eq9Wa3eEJIYQQQogUqurYx+MKCAjgiy++4KuvvrIl5QArVqwgf/78+Pv7A9CsWTP279/P8ePHn3BNpHlmeswvX77MoEGD+Oqrr6hevTqLFi1i5cqVjB07lrFjx+Lt7Y3VakWne6aORYQQQgghciVHl7K0bt36vq9v3bo10+lffPEFlStX5scff+To0aM0btyYd955h//++w8/Pz/bfE5OTvj5+bFnzx6qV69ul5ifmcQ8OTmZUqVKUbJkSQDeeOMNAEnOhRBCCCHEQ7l27RqHDh1ixowZtGvXjoCAAF599VXMZjPBwcGUKFEi3fzu7u4EBwfb7fOficTcYrFQoUIFJkyYgE6ns9WUZ5Wcm81mDIZn4qsLIYQQQuRODu4xz6pH/H7OnTsHQJMmTQCoUKEC7dq1Y+XKlXh6euLs7JxufqvVitFofPJgU+TqruPk5GQA24Wdnp6euLu7p6spf+ONN+jatSvBwcFMnjyZ3bt3c/PmzWyLWQghhBBC5ExmsxkgXXVFxYoViYyMxMfHh+jo6HTzR0dH4+3tbbfPz7XdxhaLhcmTJ+Ph4UGDBg1o2LChrRdcVdV0Pedvvvkmrq6ujB07lrNnz7J06dJsjl4IIYQQ4v+3J7lA01EqVaoEaNcupg65bTAYKFu2LM2bN+fvv/+2zWsymbh58ybNmjWz2+fn2h5zvV5Py5Yt+eWXXxgzZgyvvvoq69atIygoCEVRbPOYTCYA6tatS6NGjfj+++8pUKBAdoYuhBBCCCFyoBIlStChQwf++usv27QDBw4wcOBAunTpQnBwMLdv3wZg+/btNGnShAoVKtjt83Ntj7mqqlSoUIFGjRrRokULtmzZwpdffonJZOL111+ncuXKtGzZEqPRSHJyMt7e3nz99dd2HQReCCGEEEI8phzYYw4wadIkvvjiC2bOnAlA/fr1adeuHQCzZs1i2rRp+Pn5ERYWxtSpU+362bk2MVcUhcKFC9OiRQs8PT35+eefOX78OF9//TXLly8nPj6eWrVq4efnR6lSpejZsycuLi7ZHbYQQgghhMjBXF1dmTx5cqavVa5cOcvX7CHXJObJyck4OTnZnquqiqIolC9fnjNnzgDarVM7duxI3bp1uXXrFh988AG7du1i3bp1MgqLEEIIIUQO4uhxzHOjXFFjfunSJSZPnsyJEyds01LryCtUqMDp06cZN24cwcHBdO/endKlS1O3bl0++OADNmzYQOnSpbMrdCGEEEIIkRnVwY9cKMd3I1+9epVevXqRJ08eDAYDycnJ1KlTB9DGjnR1daV9+/bs27eP/v3726Y7OTnRs2fPHN9TXqNlFTq93ZbIO9GYTWbmjFyE1WLNdF53LzfendGX6LAY8nl7sfDz37hxwX6D2mfF3cWJz7q3pknFkkTGJfDjpn2sPXQ2w3z+hfPRvUFVbkXGcP5mKAcuBmW6PN/8nrzfsTGRcQmU9s7Pz1sPsvf8NYd+B08XFzb37s17f//N/uvXAWhaogRty5QhJDYWH3d3/gsMZNPFiw+1vDq+vizr0YOy06Y5LGaLBb77GSKjICwC/P1g2EBIGR2UtZthx15wdoKYOBg7HPJ7Zb280+dh7mIokB8uB8KId6ByefvHfXlVMBd/u5FheonnvSnR0ZudQ05kaDCN7npazq35wGVHBMRwcPw5nltax17h2gT8dYdTS29nmF62UwGqv+XDreOxXN0agZO7nrjbJmr2L4K7j1MmS9LEBCdxfnUYroWMmOItGPLoqNi1EIrOsT1EnnmcWTusN8OXruPgFW1b93Bx5n8vtiQyPoEC7m7M3LKHwNDILJdRpZg3/3uhJWW9C3D5TjhfrdvJ4asZ/6ZPymKBxfOdiIlWiIxQ8PVTebNfkm0bX/arE/+s0cYHbtnWzFv9017LzIUAHRv/MVKosEpUpEKx4laef9Fk/7jNKluWmlFVMDpBeIhKm54G8nmn9XWdO2zh9B4LngUVIkNVytXSU7XxfYIHdq82E3TBiqKAf2Ud9dvbf/9lMasc/i0KUNEbFWJuW6jdw5O8hdM+6/SGGI6uiMKUqPJ/7N13eBRl18Dh3+xm0yshBAih9yq9SBUQEVQEBQtKEaQI0uwNX2yvL6KioCgoIoIgUgQUEZDem4j0koRAQhLSyybZMt8fE5Is2QAf7CZZPPd17QU7Ozt7djI7c+bM8zxTvY0XHZ8th8Hz+nW8tMsmDixNJaCSGy0HBjo8boByAd689HR3WjeqSnK6kcXrDrDiz4KCXa/29bn7rprkmsz4ennw3+82kpJuLHZ5ve9uwDMPtSPI35tDJy/y0cI/iUtMd3jcQUE+TBzXkxYtqpOaksVPy/exeu1f+a+HVvBn1IiuXEnKIDDAmy+/3kxycuZ1l3l3+9q8+58B+c9Xrz3MJ5/94fDYRckr01lrdHQ03377Le+99x4tW7bEZDIRFRWV36zl6hiT5cuXtzu9rCflNZtW49VFExjZZDJpiemMnTmMZ6c/xZzJC+zO/87qV9iwcCu/zd1I7eY1+PCPNxnZZDLGjGynxjmmV3vWHjzJwm2HmNi3E9Meu5d/LsQREZ+UP0+vu+oysENTXljwK8mZxe8IDXo9X43uz6s/rOPohctUrxDEjxOfYNjsnzh5KcFp3+HlTp0I9vbOf14zKIjJd9/NgB9/xKqq6BSFtU89RWx6Okfj4q67LINOxzvdu6NTnJtgzfoO0jNg2ovakFJDJsLHX8OLY2Dnfvh2Cfz0FRjc4LNvYOyrsGgWdhOXxGQY8wosnQOVKsCeQzB8MvwyHypWcGzcV46kUuexMNwDC264ELEqlpAWAcRsSySsW3kCavmg6LX1l3wiHdX+uagNq9nK8XlRTquCXD6cQeMnKuAZWLDfOLniCpVa+pEanc2hOTH0/LgWBi89EX8ms/2dSHp8pD0vGqvKrg+j6fxmNbyCtfVw8KsYzvyWSN2+5Z3zBfJM7t2JYF9vm2mzhzzE6kMnWLb/KA0qV2De8AE89On3ZOUWTVqDfLx486HurDz4DyazlZHd2vD18P70/2zhdZP5W/Hj9+5kZSqMm5yDqsLrU7z4fp4Hw0blsG6NgaByKtM+NLLxdwOrlrlTOczKfX3tJ9ppqQqf/s+Tj2Zn4eWlTZv6shdB5VTadzQ7NO5NP5rx8Iauj2h/26gTFr77Ty6TvtD6McVHW1m/wMS4TzzQ6RWsFpVPx+UQGKIQXtd+grvnNzN/bbPw3AwPrFaVz57PwTdAoVH76yfz/1+HlqXi7q1w18OBAFw+mcPv78fz6KeVAYjYm0VuppXeb1Qg6oCRfT+k4B2kp+1TQcUuMyXGRMSeLE5vyaTlwACHxlvYmyN6cez8ZTYfOEPfzo14eWgPjNkm1u06QZtGVRl8fyuGvr0Yi8XKs/078NGkh3j2naVY7YzJ17JBOA92acLclbupGOzH0AfbMvOF/jz15g+YzBaHxv3SlN6cPBXL9p2nue/eJkx6vhdGo4kNm47h4eHGjA8f49NZf3DgYCSd7q7L+9MG8NyEhVitxe/sunVtwKwvC26es2PnaYfGXFKkKUtRZbYpi8lkYvHixfTq1YsePXoQEBBAhQoVaN26NTqdjqysrPx5GzVqRO/evfnhhx84caJoJbesGv7eExza+DdpeWfomxfvoN+43oRWCykyb+dH2lGvTW02LtwGwNnDEeQYc+k/sY9TY/T2MLB05xG2n4jgnwtxvPXjH+h1OmpXLBhy8u761ZjyQGdeWvjbdZNygAdaNUABjl64DEBkfDL7z0Yz/v67nfYdWoWFFUmiu9SoQZLRmL/DtqoqZ65coU2VKjdc3rOtW98web9daenw/TLo0117rigweIA2Lf4KfLEAenbWknLQXjt6Ev7Yan95C5dDrWpaUg7QroWWkH/1g2PjzozJpuEz1ajxUCXCupQnrEt5QtsGYcmxEtTAD58wTxqNrE6Ve0LyX7eaVUJbB95w2ZGrLxNQy8exAedJv5RDi5GVqP9wCNW7BVG9WxBV2vljzrES0sCbUyuvUKGJT34SXq1zIKYsK+f/SLa7vNTobIyJJpskP7CGJwn/XL8KdrtaVC+6rd/buA5NqlRk9WGtL86JmHiyTWae7tjC7jK61K/BxB/WsGTP3yw/8A8jv1mOToEH7mrg0FgzMmDNCnc636MlzYoCfR82sXqFgcQrCnXrW7ivr4katayMGJtDaEUrkRHFH7KOHdX+NleTcoCatS38fdixiS3Asd0WgioUrOfKtXTERqhkpmn7k5MHrPgEKOjyTj51eoXQqjrOH7Wf8JlyVNYvMNGqpxarTqfQrLOetXNNqA4e6Dlybxa+IQXbZfma7iRGmshO02LzLa+n+YAAgqu70+KRACo18iAx6vpXHQIrG2jePwCvAOelFDXCglmz7R/mrdzN+t0nmTh9BZExSTzUtQkAIx5uz+YDZ7DkXXH+acNhGtasSLfWdewur3HtSoz/8GfW7z7JgrX7+fC7TdQIC6ZpncoOjbt6tfKsW3+UBQt3svHP47z02k9ciE6kz/3NAOj3YAvc3d04cDASgJ27z1CtajDduzUsdpmNG4Vx/EQMy1ceyH/ExacVO79wLWU2MVcUhcTExPy7eup0Ovbs2cN3333H0KFDGTx4MDNmzCAjIwOAs2fPsmzZMpcZo9zbz4uW9zbl7OGI/Gln/4oERaHTI+2KzN9pQHuiT14iNzs3f9qZg+fpMrCDU+PMyjFxoVCVLCXLSLoxh/3ntGYq3h4G3n28F5+s3U5ielYxSynQqnYVUrJsK/xHomJpWyccw/WuUd8ig07HMy1b8tX+/TbTk41G2oeH07Rixfz5GoeGsi+vmUtxqgcGEurry95o+810HOWfU5BlVAgsVHy6qxGYLQqbd8FfxyCw0Mif5QKhahhs3WN/efv/sp3/6vKKm/9W+VT2xLeKl820K0dSCW7ij6JTCG1tW3WzWlSSj6cT3PT6w5hmxmaTnWwiqKGfYwPO4xfmgX+47ahNl//KILSpL4peIeFYJu5+Bdunzk0hqJYnsQftX/b28NVjzrZy9veCq0qJJ7MIaeScEwsAg17HkI4t+GbrAZvp9zapw/mEJHIKVQGPx8RxX5O6dpez83QUsakF3ys6KZVz8UkEeDt2VKuzp/QYjQp+/gWJZ/2GFiwWhcMH9NSqU3AZRVHA10+lbfviK9/+ASrRF/Ts3lGQdJ44rqdJM8dWPwF8/BW2rTBjNmmxRx6zUrG6go+/kvc6nP3LyoVT2ncwm1QunrVSs7H9fdy5v61kpkFY7YJDclhtHYmxKhfPODYx9/TT8/cvaVjyYr98IptyVQ14+muxhdTyKDJ/9dZeRZZjj97gvOpnWkY2f+4/k//cYlXZ/XcE/r6euOl1NK5didRCV49T0o1cjEvh7rtq2F3er9uPYS7UbHT74XMABPg6djtPSzeybfup/OdWq8re/efx99M+p0unepw+e9nm9XPn4+nWpfhxsR8f1I7HBrZlysReVK4c6NB4S5y0MS+izCbmbm5u1KtXj48++ojHHnuM3r17M3ToUGbMmJF/O9T58+czd+5cQBtj8ssvv6RCBQdfl3eS2s1r4GZwy6+WA5hyTGSlZVHbzo6kXpvaNvMCpCSkUrVBFQzuJddk5/4W9Xlt0e+kZGo7wEfbN8XD4IaflwczhvTl5xcG83jHu4p9v7+XB+V8bXfyyRlG3N3cKOd3czv//49RrVsz/9Ahci22B+d1Z84QlZLCgv796VStGv/p3p25Bw7csBI+qUMHPt650+FxXist70+dVKggWy4vSU9MBqtVISnF9j3lAiGumNZAqemQeM38QYFa9d3ZEg6kUKGYinjyiXQCavmg97j+Sdm5ZZeoPTDMCdEVL2Z/OmFttROB3EwLOam225CHvxvGJPuVRO8Qd6p3C+TIgsucXJVAxKZkdG4Kdfo4r3DwTJfWLNx5iNxrLsM3qVKR1GtOhpMyjNSsUM7uyXBCetGqvl6n48gFx/ZnycjQkrjU5IJkLiBQO5JeuWJ7aIo4p6N5KzPNWxWfZDdsbKFZczMfvefJ5o1uLF7gTpNmFjp0dmwzFoB7Hnfj0hmVua/lEn3ayqYlZp5+s6C/QdOOesqHKcx7PYdTBy2s+sJElwFuhNezf8iNPq0liD6Fzjt9A7X1EnPuJtp5/T+0GBhAwrlc1r4dR/zZHA4tS6XXq0Wv0gJkJpnx9NfR4F5fh8ZwKxJT7WyXeh3/nI3F19sDvU5HkL9tE66UdCMVguyfzF9JsV2eXq/DalX555xjt/OkJPu/p+MnYtDpFOrWqUhamu3vMzkli9q17d/i3dPTQEZGNleupNO7V1O+/Wo4HdrVdmjMonSV2cQcoGPHjtx77714e3vTsGFDpk+fzsKFC1m9ejU//vgjU6dOJS4vkWrfvj3Vq1cv3YD/HwIraBXC9KQMm+nG9GwCyhfdkQRW8Lc7r16vw6+c83eaYeX8mfJAJ17rfw+9mtfFTa9tOvc0qc3l5HR2n45iyoK1rNx7jFf7d6N3c/u9CqMTU6kY6EfloIIKqWfeiUVaVo5DY64eGEh5Hx+7VfAcs5mhK1YQl5nJdwMGkJ6Tw5KjR6+7vIcbNGBzRAQp2c5t0w8QnpeD7j9SMC07b/UE+IGvj8qBI7bvMWaDfzEF5aqV4cQZyCx0USM7G/ycvOlYLSpJx9MJbmq/3WnCgRRCWgVedxkx265Qvnkg7n4ldwJqtagkHM8ktKm2gnxD3blyMsumWYE5x4q7T/EnFC1GViKsrT//LIonYlMyLUdVdlrHz6rBgZT39eZARNEOmuV8vUk12m6zmTm56HW6m6qCh/j54GlwY/3RMzec9/+jUmUt4bzaBAUgJy9MX19tPWdmwNqVBt54wZu/DrqREF/8+lMUeGWqkTr1LXzyXy8uROp4cmhusfPfjtrN9Dz2koELJ63MnpzDg88aKF+54HBq8FAY8a4H/uUUvnkjF09vhXb3F7/9ZqRo39fLr+D7eeTVKa42j3GUsCaedJ9cnrhTOax6+TIdhpcjoJLBZh6LSeXkpgxWvnyZS0ezSYx0fAdaR2jZIJwffz9ISrqRjKwcmtezPXn3cHcjPfPm9tdtG1Vj495TxF9znHWG5ndVZdny/fj5eaLX60i/poOqMSuXAH/7harsbBMf/O9Xxj6/kJFj5nMpJoU3XnuAkBDnXE10PsXJD9dT5hJzq7WgOlCvXj2effZZ5s6dy4cffsgDDzzAXXfdBYCHh3a5zde39M/kb8XV43uO0fbAodPrMJvsVIVU+/MC9ud3sCvpmfx2+BSb/zlH35YNGNWzLQA1KgSx72w00VdSAVi0/TBxKekM7dbS7nKW7fobVYXn+9yNXqcQ7OdNt0a1uJKWidFOR7TbMbFDBz7ZtavY1wM8PTkeH8/eixcZ0aoVz7ZuXey8gZ6edKlRg1Ul1IehUV1o3lhlyS8QHQNmM/z8q/Za1TB4oh/sPaywZbc2bc8huHBJe82eJ/tDRqbCl99r217URe09xc3vKCkn8yri7vZ3NQl/pVKhZWCx789NN3PlrzQqdyrZJmpXTmQRVMsLvYcWd637ypEZl5vfpjz5vJHkc0Z8rjMqizlXRadXqN4tkKQzRnZNj8Zqcc611fE92/P5hmK2dVUl22RbNdblnSCYLTfedzzTpRUf/bYN003M+/9Rq46V+o0s/LbawOUYBYsFNqzTEsSrSbunF7RoY6b3A7mcP6tjxvvXP5HIylIoV06lfUcTu7Yb+HKmx3Xnvx1pSdDufj3unjD39RwuR9pWtrPSVSrX0lGjsY5tK8xs/qn4/dvVbgGGQuFePRQ6oYUfmUkWGvbyw81DYe1/4kiKuvbYAlWaetKkrz9ZSRbW/zfBadvurerSsjb7j10gIkZrLvbzxr9o1bAqdzfTrji3bBBOeGgg0fEpN1yWokC/bk34YtkOZ4YMQMe763DwUBRRFxIL8oDca36feiW/rfz1RERe4YVXlmLKtXBv90bOCFeUgjKVmFut1vwRVaKjo7ly5QoZGRno9XqysrIwmQp2bLt27eLkyZMMGTIEKBjX3FUkxWoHeJ8A20tvXr6epCYU7cSRFJtsd16L2VKkku4MOSYLJy7GM2XBWg6dv0TnhjUBrY35tSM77DsTTbUQ+z34z8clMXbuSioG+jFvzCP0a9OICgG+rD/i2B7l/Rs2ZHNEBKnFVLeDvb2Z8+CDvLd1K0OXL2fD2bO83KkTHcLD7c4/6QZJvjPMfg/at4TnXoNpn0BkNAQGqLRtAeOHw6inVGZ8BRPfgn9OQmaWwn3d7C/r7tYw/Q2VfYfhmSmwfS/ExkHvrs79DvEHUqhQTEU8LTILz2B3DL7FVxLP/nSJ2gMd2xnrZsTsTyOsTcFVnZo9y9FsaEXOb0hm53+jSDyVRXaymfAO9q8EqKrK7unRhHcKoNXYMBo/UYHYg+kcX1Z0OMbb9VCLhmw9GUGq0f4Vp4T0TPw8bRNUb3d3zBZrkUr6tZpVrYTZYmXT8XMOi7ewN6YZadbCwntvefHlTA8uXdTh52+laXPtJECvh8phKoOH5/LIY7kc/8eNzGJ2dzk58ParXgx8MpdXpmZzX99c1q1x5491BvtvuA0HNpiJOmbhoTHujJmurdvv/pOLxaxlWunJKt+/k8sDzxoY+Z47DdvpWDffzJnD9k9u/IK041d2oVYPuXlFVJ8Axx7bTv2ZQdyJHDqOLMdD72t9bH5/PyE/dgBFp+Ab4kazh/y5e0QQ6XFmki6Unaq5n7cHvTs04PMl2/Knfb1iF9/+sofnBnXi/XF9aVAjFB8vDzbtvfGx5Yn7WvLThr+IveLcDpS+vh70vKcRX83bDEBampHcXDM+3ra/Ty9Pd1JSb9xnCyA5OZN1649SsaLzRsNxKmljXkSZGU9QVVV0Oh2qqvL6669z8eJFzp8/T61atXj99depWbMmK1asICkpiXPnznHx4kWmT59OlZsYRaMsunDiEqZcM4EVCn5MHl7u+AR4c3J/0bG0zx2JIiTctmoYFBrI6YPnHd5r/0Y2/n0mv6lKXEpGkcvhiRlZRdq0Frbn9AX25I1bXj8shFH3tmPpjiPFzn8rBjRqRLvwcD7u3dtm+uKBA9kTHc2e6GjOJSWRmDe6z/O//srPjz/OwCZN2GWnY+fgu+5icN7VmsLOTZ7MzN27+Wz3bofGD1ob8P+9of1fVWHACBjcH9zz8oyJI7QHwPufQdvmKo3s9+cDoG9P7QGwYZuW9Dx0n8PDtnHlr1RqDbCfWCccSLnhaCwXNyZwcWPRhvN/PH6AmgMqUfsR55T8Lx/OoOEjtu1u6/QJzm8jfnrtFXxC3anUspj2q8ezSD5vpFJz7Ype/YdDyLpiInJTCo0fs9929Fb1a9GQNrXC+XCQ7bb+3bOPsu98NKdir1Ax0PbKYnk/b47HxHG9XUewrzePtG7M2ys3OjTewvwDVKa8qu0rVBUmjvbmgYdNGOzk0h06m1n2o3uxFeQdW9208b9rapXGMRNyuJKgY8NvBu7t7dikcsMiM32eyavu19AxdKoHX7yQw9kjVuq11LPnNzMh4Up+wj34VXdmTcph33oLdZoX/QKVamoFqYwUNb8DaXqy9scprl36rTqwJIV2Q7XCSXB1d3q/VoFVr14m5mg24c2LNp+o2d6HrbOT0LuVjeKXTlEY91hnZvyw2abzpsWq8tXyXXy1XCugTH6yKweOX+BU1PVPhpvXq4Kbm56tB2/uHha3HLdOYdSIbnz+xUbM5oK4IyITCAq0LbqVK+fDyZM339Y99nJKsU1fyjwXTZ6dqcwk5oqioKoqc+fOpW3btrz//vssWrSIX3/9leHDh7N8+XLatm3LwoUL2bVrF/PmzXPZpBwgPTmDfb8dokHbOqydo90UoEaTquTmmNiz5kCR+Tct2sbrP07E4O6GKe+yV82mVfl9/uYSjRvA3c2NQ+e1tqzbjkfQurbt38Hf25O9Z248aolOUXjl4W589usOIhPsDzt3q17bsAHvQkf3UF9fvnn4YV794w/2XrzIk82a2XQIzbVY+Pmff2gVZj/R67twoc3z7rVqMalDB/ouXEhCpnOHwANYulpLpJ8dXPS10+dg7UZY9vXNLSszC2Z8pY2PHuTEIkt61PUr4vGHUmg+5fqdltp9YDtkWMLBFM79HEO7DxriEej4SihASlQ2XsGGYtu0G5NNnFqVyN2vVEVXTLJiyrKg0ys2bcpr3VuOS3sdX5GbunID3u4FTWpC/H2YM/Rh3lq+gf0R0dQOLc9Hj92PQa/Pb45St2J5Vh44Vuwyvd0NTOrVkf+u3YIlbyxlg16Hp8FAerZj+4Jc9ftaA3o9PPK4/Xbhubla8xfPYvKPrEzFJqFXFLivby4/LXJ8c5bsTBW3Qp9VrYGOyjWV/PH4r33dzV2h9b1uRBy33zyhXksdPgFw4aSV0KpaIh4bYSW0qpL/3FFys1SbJDu0ngfB1d2LvZeAxaTiHaTHv1LZSBfGDuzI8k1/kZBccOkkyM+L5ELttGtVKc+97eszdOqi6y6reuVydG1Vm08WbcmfFujndd2bEt2qkcO78MuaQ1xJLIg7MNCbDZuO80j/ghum6XQKVcODWbps300vu0b1EH5afvPzi7Kt1JuyWAolRwkJWmXsoYceAuDJJ5/k5Zdfpnnz5qxfv55q1aoxZMgQVq9eTYMGjh1TtzQsfm85zbs3wcNLO6j2HNKVlZ/9xpVLSTTv3oTZ+/6bX1Hfs+Ygkf9E07aPNvZwvda1MXgYWPPFeqfGGOznzdNdWhDkox0Ny/v50LVRTeZt0oYf/PbP/ZT398lPzr3c3WhdqwrzNu7Lf/+SSU/Qto5tExE3nY63Hu3OtuMR/LDtsMPjjkpJ4URCQv7jTGJi/vSolBTWnjpF67Aw/DwKDtq1g4NZeVwb69ldr2fJwIH0y9vOCi/rREICsXkjA51ISOBK1s1dcrxVW/fA+i0w96OCccuvunAJps6Ab2ZAWMWC6afPQf9n4EyE7fyZWfDSuzB2CPTo5NSwiT+YQoXW9ps0Ga/koCjgGWzbRttqsrLv7ZPEbNf+Xv7VvW0enuXd86c7KzHXmrHYr4Rnp5rZN/MSbcaHUa52QYaYnWxi40vniDuqHXRDGvugMygknCg4aUu7mEO1zoEOj/dCYionYxPyH+fikvKmp3AhMZUtJ85zJi6RLvW1trdNqoTi7ubGkj3aVSqDXs/3zw7kgebatu7upmfGE304HBXDXdUq0bFuNbo3rMX0x+53eOxXHdirZ+c2N/7z3yzc3LT21at+NhB5XjtEmUyw4id3ho8uOCmIPK9jwihvLkRq87TrYOZyrI7YmIKkMzpKT7eejm+C0bybnmO7C45dOUYVRYEajbVYmnVxI+IfK8aMgnJg3AUrLe7RquXmXJUvXsjh4CatyKJ3U7hnkIF/dmnLtFhUjmy10Hu447fx2p19iNxbsM8yGa0oOqjUUNsXHl+fTuyJq1cxVA4sSaH9sKD8ZD4r2cLPk2O5eKRo8mq1gHqdm+LcrtGP3I1OUSjn70O7JtW5+64ajBvUiQY1CnZ+YRUCeGVYD8b/bzmXC41kVqtKeb5/ZzA1wrSrXpXK+/P6M/ey/9gF2jWpTrsm1enVvj7jH+vs8LifGdoJRVEICvKhdasatGtbi1EjulKvTkV++/1vFEWhTt4oLJ071iPqQiLbdmhDLAYF+fDV7CG0uKsaoN3x84VJ9xEUpA292r1bA6IuXCEmJsXhcZcIVXHuwwWV6imw1WpFr9ejqioXLlzAzc2NJUuW8NBDDxEaqm2kzZo1o02bNly5oo3rFl5MG2BXdPrgeWaN/4Yp88aQmphOelIGC95aCoBvoA+h1UMweGg7ZqvVylsPfcioGUOo364uwRWDeKnHNLIdPJLJtcr5evFYx7t49t627DsTzeWUdF78/tf8pioJaZk8O2c54+7rQIuaYVQM9OPNH//IH/vc3U1P5XL++Oa1ca1dMZiGVUKpHhrEL/uPczgixqnxF+fvy5d5+88/md6rF0cuX0anKOy/dInNEVomq1cUqgQEEOjp2DFtb1aWETbvhJg48PaGr/5X0IQF4M+dWhvxlDSY9R4EX5P/ZmXDpcvackAb9/xspJbIT3gG6tZy/ndIOJjCXZPtV8QTDtrv9Gm1qBgTcjClO36Iu5sVeyCd9i9WtZkWdzSDzMu5ZF0x0WpMZXxCbU8oLGaVrAQT5iyt7Gjw0tPxtWocWxJP3JEM3H30WM0qjR8v+eFcrarKuO9/4aU+XWgWXony/j48M+9njHkdQt10CpWD/AnMa5L2yZN96VyvBp3r2Q7buuXEeYdWy7ONsHe3GwlxOry8Vaa+b8yveJvNsGubgR++9aBBIwuhFa30H5hL/YYFZd3sbIiP02HM28ZDQlVefdvIvC88qVPPgsEdPDxV7n/Q8Yl5nxEG1s418fPMXCpU1ZGZovL4S+54eGmJQNV6OvqNNbB0Ri5V6+lQVS1pb9hWS8ytVkiOU8kqdAGl08NuZGepLP8sF7MJuj7qlj+/I7UfGsTu+UlsnZ1IYLiB7FQL3SeVx+ClnVRcOGhk5zfJlK/pTmCYGzXb+1CtVcFJqMWkkp5gJjerIAHPSrZwZnsmxhQLkXuNhNTyoEY77yKffTue7N2SYQ9qgw48eX9BhTk1I5svf95Jp+Y1CQ32J8DXk5c+/cWmgg7g5WGgUnl/vD0M+Pt68sWrj1I5JIAZk/vZzDdzcTF3abtFAx9pw+AntPuNDHq0Tf70tDQj8+Zvw2Kx8tKrPzFsSEcux6US4OfFq28sy29m5m7QExoagI+PdgxNz8imZfPqdO1cn2PHL7Fy9SE2bXadGyuKG1PUkm6gnMdiseQn5U8//TSBgYF88MEHvP7662RnZzNt2rT85Pyvv/7i6NGjPP7447i5lY3LaYX11D1a2iHckriJzr05kTNlVnHNhmlnnphT2iHcsgkxxY9aU5b5uzn+snRJWfWjky9rOMmKsdNLO4RbdtLkGvfCuNb5HNeMG2DJB07u7OIk3pfLTofY/6/Nf7xc2iEAUO3b/zl1+VHDX3Lq8p2h1LLcq0n5/v37ad68OYMGDcLDw4Nu3brxzTffMGjQIEaNGoXFYiE2NpannnqqTCblQgghhBBCOEKpZroffvghS5cupUePHgQHB2MwGHjooYcIDg5mw4YNbNy4EV9fX6ZMmULFihVvvEAhhBBCCOEaXPPit1OVaGJ+tfkKaG2m+/Xrh9VqZdGiRfTq1YtOnTrh4eFBp06d6NSpE1arFVVV898jhBBCCCHEnapER2W52nzl1Vdf5ccff6R+/fq89tprDBkyhIkTJ7JxozZertmsdUrS6XSSlAshhBBC3IlkVJYiSqRiXviOnlu2bOHkyZPEx2uD/j/55JO89JLWOP+NN97g6NGjtGnThm7durnc3TyFEEIIIcTNUaQpSxFOq5hHR0cTExODxWLJT8ozMzPp1q0bc+bMoVq1amzYsIFFi7QbALz00kt06tSJn3/+mTp16khSLoQQQggh/lWckpjHxcUxevRovv32W9LT07FarTz33HO89957JCQkEBoayrBhw6hZsyYbN27ku+++48qVKzz00EOsXLnyjhqrXAghhBBC2KE6+eGCHJ6Yx8XFsXjxYqZNm8aUKVPw8fHhxIkTeHh4EBcXx9dff01CQgLh4eGMGDECnU7H999/z+LFi2nfvr0k5UIIIYQQ4l/JoYn51aS8ffv2tGzZEi8vLy5fvozBYODjjz+mR48enDx5krlz5xIfH0/lypXp0qULvXv35tFHH8Xb27F3ChNCCCGEEGWUdP4swmGdPyMjIxk9ejTPP/887dq1y5++YsUK0tPTGTJkCI8//ji5ubns2LGDt99+m5o1a5KRkcGUKVPw8/NzVChCCCGEEEK4HIdUzDMzM1m8eDFxcXHMnz+fy5cvA7B3714SExNp0aIFWVlZGI1G2rdvT506dQgODmbTpk0MGjRIknIhhBBCiH8baWNehEMq5gaDIb8iPm7cOMaOHcvw4cOJjIzkpZdewtfXN3/ekJAQypcvz0svvURWVpY0XxFCCCGEEAIHVczd3d0JCwujRo0aTJ8+HavVytSpU+nRowe+vr75NwwC2LBhA3/88Qe5ubl4eXk54uOFEEIIIYSrkYp5EQ4flaVhw4a8//77VKpUiddee42LFy/i5qYV5g8cOEBERATTpk3D3d1dxioXQgghhPi3ksS8CKeMY96wYUOmT59OTk4Ozz33HEajkYMHD7Jt2zaGDBlC3bp1nfGxQgghhBBCuCyn3fmzQYMGTJ8+HUVR6NKlCz/88AOPP/44FStWdNZHCiGEEEIIVyHDJRbhtMQctMr5oEGD8Pb2Zty4cVSqVMmZHyeEEEIIIYTLctg45vZYrVbCwsJYvHgxlStXduZHCSGEEEIIF6K4aDtwZ3JqYq7T6ejUqZN08hRCCCGEEOIGnJqYA5KUCyGEEEKIoqRiXoRT25gLIYQQQgghbo4k5kIIIYQQQpQBTm/KIoQQQgghxLWk82dRUjEXQgghhBCiDJCK+b9Yy8f/Lu0Qbtm0yr+Xdgi3ZGpCu9IO4ZZ9VGl3aYdwS3bmGEo7hFv21vN/lXYItyTe6rplsNn1G5Z2CLdkTdSe0g7hlq37cV9ph3BLVIultENwfS56EyBnkoq5EEIIIYQQZYBUzIUQQgghRMlz3YtrTiMVcyGEEEIIIcoAqZgLIYQQQoiSJxXzIqRiLoQQQgghRBkgFXMhhBBCCFHiZBzzoiQxF0IIIYQQJU8S8yKkKYsQQgghhBBlgFTMhRBCCCFEyZOKeRFSMRdCCCGEEKIM+FdUzHNzc1EUBYPBdW/NLYQQQghxJ5HOn0Xd8RXzCxcu8PPPP5OTk4OqyhYghBBCCCHKpjs6Mc/IyODtt99mz549+Pr6oigKVqu1tMMSQgghhBCq4tyHC7qjE3OAadOm0bBhQ7799lsAdDqdJOdCCCGEEKLMuaMTcx8fH6pUqcLo0aNJT0+3Sc6lWYsQQgghRClSnfxwQXd0Yq4oBZcxJkyYQHp6Ol9//XX+axaLpbRCE0IIIYT4V1NU5z5c0R2VmEdFRbFo0SL++OMPdu7cSVRUFImJiSQmJgJacp6dnc2iRYsA0Ov1kpwLIYQQQogy4Y4ZLjE+Pp7hw4dz+fLl/KERjUYjOp0OT09PfH19qVChAgEBAezcuZMjR47wv//9D71eX9qhCyGEEEL8+7hoVduZ7ojEPDMzk3PnzjFjxgySkpJYs2YN48aNIyUlhcuXL2M2m4mNjSU2Nja/ffmhQ4f47rvvGDp0aGmHL4QQQgghhOsn5hEREaxatYoRI0bg5+cHwLlz5/jzzz8ZOXLkdd+bkpJSAhEKIYQQQohruWo7cGdy6cT88uXLDBkyhKSkJB577LH8xHzkyJHMmzePzz77jOeffx4As9mMm5sbqqpisVhwc3MjICCgNMMH4K5ujek7qicpCWmYTWa+fnEhVov94Rx9A3147rPhpCWmExQayIKpS7l0JrZE4ry4+iIXfrpQZHql3pWo8WQNACJ+iCD294J46j5Xl/Ltyxe7zKSDSZz85GT+89B7Qqk1vJYDowaLBeZ/60FamkJyskJ4uJVnRuRQuAXT1De92Lmz4K6wn83KpGHD6/c9SEuDFcs9MBhUKlWy0u0eM4oDh0y1mlWOLUsAQG9QyEww0fCR8viEuOfPk5th4dA3l/Hw15OdbKbxYyH4VfYodpmp0dkc/CqWlMhs/Cp70HJUJcrV8nJc0HksFpj1jY6UNIXEZKgerjJhpDV/nf+6QWHbHh0e7pCeCW9OtlAusPjlrV6v8PX3epJSoGUzldcmWKgU6vCwsVpg9QLITIO0ZAgNh37DQJcXd2IcrJwHAcGQkQr9R0JAueKXp6qw+jtIT4HcHGjVFZq2c3zc4Ph1DnDqLMyer6d7JysP3eeco6er/j6LY/Aw0Gdkd7oNas+ETlOvO+/gN/rzwKieAGxctJ1vXl9S7L7fkRy9reTmwoef69DrISVV4clHrDRrVHLZ1l1dG9Hn2R6kJKRhMVn4+uUfil2PLXs05b7h3UhPziC0Wgiznp9P7Pm4Eov1Wq5y/Bcly2U7f6qqyvnz53nyySdp06YNw4YN48yZM/mvjxgxAm9vbz7//HMA3NzcMJlMKIqCm5t2PqKUxJ76Omo2rcariybw2XPzmDX+G3R6Hc9Of6rY+d9Z/QpHt5/gy0nf8dP0X/jwjzfx8vUskVhTjqRQdWBVaj9bO//hGepJueZaZmLONJMdl031wdWpPrg6NZ6qQXCb4Osu88ruK/nzVx9cnbAHwxwe9/cLPMjMVJg8JZtp7xg5eVLPvLkFyWv0BR16NxgzNpsxY7OZNNl4w4P++fM6XnnJhw53m3hycC73dHf8Qf/48gQM3jqaPF6Bho+EUOOeQHb8Nzr/dVVV2fHfC4Q09Kb5sIrU7xfM1mkXMBntx24yWji1OolmT4fSfnIVctLM7PwwGtXq+APol9/pSM+EqS9YmPmuhX9OKHz6tbar2X1A4bslet591cK0ly3Urq7y/Gt6iuuDvfeQwsrfdIwZamH4E1b2HVIY85IbubkOD5u1P4AxE56cCKPfhshTsFIbYZXcbJj5MnS4Dx4dDXfdDV9O1ZL54vwyH65chsGTYPBEWDILok47Pm5w7DoHOHEGft2oY8tOnVPbgLrq79MenV5Ht0EduH/EPQSFBl533j4ju5MUm8KrfT5gy0+7eXRyX3oP6+r8IHH8tvLmh3r8/eG1iVZeHGdhwht6Ykso163ZtCqvLBzP5+O/ZfaE+ej0Cs9+ONjuvNUaVmHinJF8/OxXfPbcN2z7eQ//XfdaiR1Dr+VKx3+nkuESi3DJxNxisaAoCh06dGDUqFEMHTqUChUq8Pzzz3Pu3Ln8+UaMGIGnpyfz5s3j6NGjnDt3rkyNXz78vSc4tPFv0hLTAdi8eAf9xvUmtFpIkXk7P9KOem1qs3HhNgDOHo4gx5hL/4l9nB6nMcZIzeE1qfJgFSp0rkCFzhUIbhOMNdeKf31/AC5vvEzVR6tS+b7KVL6vMpV6VULRF380TDuVhl8dv/z5K99XGc/yjt3JZGTAiuXu3HOPCQBFgYcfzmXFcneuXNFiW7XKnfHPZzPgkVwGPJJLn76m6y4zPl7htVe8GfFsNnXrOq+6dWlfOj4hBVXCoBqepEblkJNuBuDi7nSSzhqp1lm76hNU0wu9u8LptUl2l5d1xUzLkRUJrutNpRZ+NBpUAWOSmdwMx45KlJYOP/yso3d37XemKPDEACuLftYRfwXmfKejRxcrhrxrdY/3t/LPSYWN2+xvK38fV/j6Iwt9eqqMeNLKm5MtnI9SOPyPYzOtrAz4c6VW1b4ad7eHtGkpibBlDZhM0LCl9nqz9nD5AuzfbH95KVdg0wro0Et77u4JjVvDym8cGjbg+HUO0KAOPDfMudVbV/592mO1WPnj+63s+fXQDec9tf8cv33zJ+f/vsCXU74n9nw81RtXdXqMjt5W/jmpsG6Tjod7a+s6JBjq11aZs6BkBlUY9s5jHP7zaP4x9M8lO3nouV52j6GPvfwQh//8B2NGNgAbf9iOT4A3ffOuWpQ0Vzn+i5Lncol5TEwMO3bswGQykZOTA0Dnzp25++67ycjI4LnnnuPs2bP5848cOZKzZ88ydepUgoODS71KfpW3nxct723K2cMR+dPO/hUJikKnR4pe7+40oD3RJy+Rm11QKjxz8DxdBnZweqxelb3wDvO2mZb8dzIBjQNQdArWXCux62M5Pfs0F5ZfwJxlvuEyL629xKW1lzj3zTmMl41OifvUKT1Go4K/f8HJWMNGFiwWhQP73UhMVPh9nYHXXvHm52XuN1WF/eRjL9q2M9OihXOH2fTw03NqdSIWkxb7lZNZBFT1wMNPO2Je3JOGX2UP3DwKfsJBNT2J3pVmd3kB4R7o3Qvm9fDTE1zXCw9/x7ZmO35KIcuoEFhonTdrpGK2KGzdpePIcYUA/4L5ywVCeBhs22N/V/TQfVYMBecndOmgLTfV/te8ZVGnIccIvoViq9lAq4gfPwCHt0N47YLXdHoIqwkHttpf3pHdYDZB1ULvqVoHTh+BtBTHxu7odX6VR/GtohzClX+f12PKvv7JA+Tt6wvJSMlkz9qDToqogKO3lQ1bFXy8VapWKZjWsJ7KH1sUnH2DbW8/L1r2tD2GnvsrSjuG9m9bZP6mnRvmJ8EAFrOF0wfP0/b+5s4N1A5XOv47nVTMi3CpxDwyMpIHH3yQP/74A4PBgEfekWPv3r3k5uby6quvUqFCBcaNG5efnJtMJh544AFmzpxJSEjRM9HSUrt5DdwMbjY7ClOOiay0LGrfVaPI/PXa1LaZFyAlIZWqDapgcC/5rgLJB5MJbqU1Vcm6lIV/A39Ui8rFlRc58tqR6ybblmwLbt5uuJdzJ25LHEdePULSQfuV3tuRka6dhCWnFJyMBQbmJbpXFCLO62jdxkxKisKcLz0ZP86HlJTiT9xOndKxf58blSpZmf6hJyOG+/D5TE/yzg8dquEjISSfz2bbO1EknTVyfPkVOrwYnv960lkj7n62VSmPADfSL+VgMd34iHj5SCZtn3d806G0jLz4kgvWY1BeV46kFLBaFZKSbd9TLkAlLsH+8ipc00XBYgFFUWna0LF73Ky8uNNTCqb5Bmr/JiXAhTPg62f7Hr9AiD6HXVGnQNGBt5/t/KoKl4p5z61y9DovKa78+3Skmk2rcmDD3xzceNTpn+XobeWfE7aJPGjJfGaWQnSMQ0IuVq27qucdQzPyp+UfQ5tXLzK/X5APgRVs+5WlXkmjfNj1m1w6g6sf/4VzuUxinpuby7p16wgPD+fYsWPMnz8fgH379rFr1y6GDRvG/fffz/DhwwkODmbSpEmsWbOGc+fO0a5dO8LDw2/wCSUrsIK2N0tPyrCZbkzPJqC8n9357c2r1+vwK+frvEDtUC0qqSdSCWii7eR8a/hSb3w9WnzUgnoT62HOMnPqs1PFNhvSe+qpM6YOTf/TlGbvN8Mz1JPTX5wmJ9GxR9DKlbUE9ejfBQlstnYVE19flVatLbz9HyOLl2QwabKRC1E6ZkwvvjnNzh0GPD1V6tS18OLL2Ux5MZvffjPwxWzHt/Or0NiHthPCSDydxabXI7hraEX8KhV0/MxONePua5uYG7x0qFau2zwl8XQWO/57gYhNyVzal17sfLeqSmXtb37w74IDf3ben9XfF3x9VJvXAIw5Cv43uQnvPqDQq5tKxQoOCTdfSCXt3zOFcqPcvG1Fp4DVaptkA3h6aR1F7UlPBW8fbNo2e+RddMpwcLXf2evcWVz59+kI3v5ePDT2Xv63/nVa9mhCSJXr9CR2EEdvK0kpRRNzH2/tM1JSnXt1+nrHUP/gosfQmPNxNOpQz2aah5cHGSkZReZ1Nlc+/jua3PmzKJdIzGNiYjh//jzDhw9nzpw51K9fn2XLlvHmm29y6NAhRo4cia+vtnF27dqViRMncvnyZT788EOCgoLK5E2EruasOUbb67M6vQ6zyU5ipdqfF7A/vxOlnUrDt6Yvevei6zW4VTD1xtcj60IW6WdunPj5hPvQ8JWG6Nx0JOxwbAmvTl0rjRqZWf2LOzExChYLrPtNS24rhxVUlRUF+vQ18dz4bHbvNnAlwf4B5cIFHRUrWWnZUlvfDRpY6NTZzLrfDKQ7PsfFmGSmZs9yuHno2PZOFKkXsm1iLtw0BUDN+0q667Tt9wvzoFavcvhVdufI93HE/e3Yg1LDunBXYytLV+m4GANmM6z8TYszPExlUD8r+w/r2LZbi3HvIYXoS1A17MZ7UKsVfl6rY8JIx2/vVetAzYawbS0kxGqV+V3rtdeCK2r/Gq5p2mG1wvV2LdfOr+aFrXdwgcuZ69yZXP33ebuyM3PYv/4Ia7/eSK1m1Xjl+3FO/0xnbCue7ravXR1UxM3Zh93/5zF09Rd/EFa7Ig+M1tqU125enXqtahFztuRHZXHl479wvjKfmMfExPDUU08RHx+Ph4cHoaGhjBo1iqZNm7Jt2zbMZnN+Um4yaW37wsPD6dq1K/Pnzyc01AnjqjlAUqx2vdAnwLbttpevJ6kJRUtqSbHJdue1mC1FzqSdLelgEuVaFl/dCWwSiE8NH3Ku3FwF3D3QnQpdKtz0/P8f09410qKlmbfe9Gbmp55cvKjD399K8+ZFd2a9e5sIDLISF2f/Z2E0Knh52R6EmrcwY7UqxMQ49qcUuSWFxFNZtHimIt2mVQdgx4fRWM3a53sGGjBl2X4Hc7YVRUeRSnph7j56KjX3pcvU6rh56Yg56PhtZ+a7Ftq1VHn+dTfe+1RPZDQE+qu0baHy3DArIwdb+OQrPVOm6jl2SiEzS+HebjdufvP9Tzqe6G8lrJLDQwZgzNtQvznMeRuWfA5xF8HHH1p0AjcDZGfazp9jBN8Ae0vShlE0Xjv/1WpwMe+5Hc5a587mqr9PR7BarMSci+O7qctYOn01TTrWx9vf8cOXXsuR20pIsEp65jUVdqP2PCjQuSd+iZevcwy9UvQY+tu8TXw5ZQH3j+jOtJUv0rB9PcpVCmTrz7udGqc9rnz8F85XphsnqapKVFQUVatWJT4+Pn96jRo1GDNmDADr1q3D09OTESNGYDAYUFWVoKAgpk6dmp+wl0UXTlzClGu2afPm4eWOT4A3J/efLTL/uSNRhITbtoULCg3k9MHzJT7STPKRZKo8XOW683iGeOJezv268xTmEeKBOePGnUb/vwICVF59TcuIVBVGj/Lh4f65Nh0Kr9LrIbSCSvmQYg5CIVb+OWqb9AYFaevez8+xf4NjPyXQ9CntpDKwuicdXwnnzzciif8nk4p3+RJY3YOsK7adzLJTzATV9ETR3fgSsoefngqNfdC5Of5yc1AgfPCGllipKgwa6cYTAwo6cY4fYWX8CG0d//dzHa2bW2lY9/rLPPCXgskM3Ts5b1v3DYBhL5Mf9/vPaSOzGNyhcnXb9uegjXVevd61S9FUqQk7f9eaw7jntaRITdI6jRbuEOoozljnJcFVf5+Otm3FPh57+SGsZuefLDlyW6lbS+X0edt9yJUkKF9Odcq9BgqLvs4x9NR++x05Vn62jpWfrQOg/4T7iTkXx561Nx5Fx9Fc+fjvcC4evjOUvTJCIYqi0L59e+bNm8fFixeJj4/HarWiqirVqlVj9OjRNGnShOXLl7N48WLi4uJITEzEw8OjTCflAOnJGez77RAN2tbJn1ajSVVyc0zsWXOgyPybFm2jVrNqNh09ajatyvble0ok3qsyL2TiUc4Dg6+dI2ce1apiNVnxr+Nf7DzXyrqYdd2bETnC2jUG9Hp4/An7wztkZUFIBSuhofb3FO3amYmJ0ZFaqO1keppC5cpWKlZ07N7FlGVBbyj4nOC63gRW98wfd7xa5wBSomw7eqZEZVOl/c2vc6vJSkgD7xvPeBuWrdah16s882TRhOP0eVi3Ucc7L99gXOoo2LRdYeTggmUkpTg6Ulvbf9USwfse0563uQciCu6FhcUCl6OheSf772/ZRWuyUvg9lyK04RY9nbvKHbLOS4Mr/T4dzd3DwNnDkWRnlWxP1dvdVvr2tJKUrHCx0H1uTp9T6N7Z6vSx49OTM9m/7jAN2hac6eYfQ28wwk25ioEMfOFBPhw6C4u55H8Lrnr8FyWjTCbmZnNB5dRisaDX6wkMDOTKlSvodAUhV69endGjR9OmTRumTZvGm2++icFeqaWMWvzecpp3b4KHl1ZZ7jmkKys/+40rl5Jo3r0Js/f9N/+Mes+ag0T+E03bPi0AqNe6NgYPA2u+WF+iMScdTKJcK9tmLNErooleGY0114rVbOXCTxcIeyAsfxzz3JRcjrxxhJR/UvKXcXbuWXJTtANwwq4EvMO88arovMu4e/e4sW2rgf9+mEne/aWY+aknv6wyYLFoB/2vv/Jk5LMF7bjPn9cx6lkfIiO0ba7D3WYaNLSwamXBlYCtW9wYMiwbnYN/SVU7Bth0zjQZraBA+QY+AFRq6UdAuAexeU1REs8YsZpUavfS/jYWk5U/34ggcmuK9vrpLM5vTM4ffjH+WCaKXqFyq6IdjRxl+x6FP7YqzJluyR8X+aroS/DODD1ffWSmcsWC6afPw8ARbpzNG0XsYixM/Z+eti1VduxV2LFX4dcNCh9/6bwGrP/sg0PbYfx7Be3B775Pqy5eyLuH2V87oGJVaN5Re56apFXYTx7WnvsFQue+8Ncu7Xl2Fhw7AA887bSwAces86tMebvhkshbXO33eT16gx69m+0H9hjciRmb3sTg7oaiKAyYcD/VG2sDErgZ9Ax8oS9fvfhDyQWJY7aV+nWg291W/tyufd/L8Vpi/swTJdNMatEHK7mrW+OCY+hTnVn1+TrtGHpPY2btea/ISCyBIf688v04/jd0NqcPnC+ROO1xxeO/M0jnz6LKXFOW6Oho9uzZw6OPPpqflAM0atSIJUuW8MILL+DvX1AVrF69Oh07dmTfvn288MILBAQ4oQGnk5w+eJ5Z479hyrwxpCamk56UwYK3lgLa7XdDq4dg8NBONKxWK2899CGjZgyhfru6BFcM4qUe00q8wpJ0KIn6E+vbTHPzcePC8gtc3nQZ/3r+hPcPtxn33Gq2knMlB0veXSn1PnpSj6VyeO9h/Or4UfHeioR0cPxQlkYj7N7lRlycDm9vlff/m2VzidzbW2XeXE+WLfOgWVMzw4bnUD6k4Jecna0Qd1mHMVs7wdDpYNo7RmbP8mTu1x6YTNCuvZnu3R3fBKfZ06H8tSCOA3Ni8AvzICfNTLsJYRi8tAOgTq/Q8ZVw/voujsQzRrKTzXSZWg03T+111QKZCSZy07V1nh6Ty9+L4jn+cwLl63vjF+ZBhynXb450K7KMsGWXQuxlBR9v+PJDi80637xT4XKcQkoafPquheAg2/cbjQqXLkOWUSElVWXERDdi4hSef8020ZkyxrHZYk42/L0bkuLBwwvGvau1K7/K0xvGvw9rv4dyodpoLM+9Q37CZzZBUpxtu/IBI+Hnr2DpF9pwjE9N0jqZOpoj1/nV68rRl+CX37Uv9+sGHWEVrbRr5dijnCv/PovT8eHWtO/bgnKVgnh4/H1sXrKLlIQ0AoL9CK0Wgt5ND4pCx/5tGDptIMd2neZyZDw/fbSWk/uKNmFwNGdsK++/buH9mXo++kJHYpLCrP+aHT5qUnHOHDzP7Anzmfz1qIJj6NvLgLxjaLUQDB5amnNXt8aE1Q4lpEowHz/7FZcjS3e8UFc8/ouSoahlqIFSREQEDzzwACEhIcybN4/Q0FCbJilLly7lvvvuIyAgAFVV828WFBkZiY+PT6mNU95T92ipfO7tqrK3bDf3uZ5plX8v7RBuyddJRW8e4SreKH+ktEO4JTtzXOcq2rXu9rjxzWrKonirc24aVhKeqdGttEO4JWuiXLdZwwNV25R2CLdEtZS9JmE3a4N1WWmHAED9tz9x6vJPvj3Jqct3hjLTlCUnJ4dff/2VNm3aEBQUxIMPPsi4ceOYN28ecXFxqKqKu7s7P/ygXe4rfAfP6tWrl6mbBwkhhBBCCPH/VSaaspjNZjw8PBg6dCjjxo0jJSWFzZs38+effzJr1ix+/PFHmjZtyqBBgzh58iRmsxk3tzIRuhBCCCGEuBVlps1G2VHqFfOTJ08ycOBAzp49m99sJTAwkIcffpgZM2awbt06+vbtS1RUFMOHD2fRokX8+eefpRy1EEIIIYS4HdL5s6hSTcyjo6MZN24c8fHx/Oc//yEuzvYOXG5ublSqVIkJEyawYsUKZs6cybBhwzh27Bi5ufaH1BJCCCGEEMIVlVp7kJiYGL777jteeeUVevTowb59+4iLi6NChQooioKqquh0OqxWa3578p49e9KzZ09pyiKEEEII4epctKrtTKWS3aqqyg8//EDTpk3p0aMHAG3atEFVVXJzc8nNzUVVVfz9/W3GLb9KknIhhBBCCHGnKZUMV1EUvL29CQwMJCcnh6ysLA4ePMjBgwfZsmULGRkZ1K1blxEjRtC+ffvSCFEIIYQQQjiRq7YDd6ZSKz23a9eOsWPHUqlSJZKTk4mPj8fb25vmzZvj6+vL+fPnWbduHS1btsRgMNgMjyiEEEIIIcSdptQS81atWjFv3jxWr16Nqqrcc889hIWFUb16dQDWrVvH6tWrcXNzk6RcCCGEEOJO4wIV83nz5rF161YWLlwIQFRUFF9++SXly5cnLS2tyB3pb1epNtZu2rQpTZs2tZl2tWOnr68voaGhmM1m3N3dSylCIYQQQgjxb3Tw4EF+/PFHKleuDEBWVhbPPPMM8+bNo3r16mzcuJEpU6Ywd+5ch31mqY9jDmAymfjnn3/IycnBzc2NHTt2sGnTJoYOHSpJuRBCCCHEnUh18uM2JCUlsWbNGh566KH8aT///DPlypXLb93RuXNn9u7dy5EjR27vwwopE8ObGAwGfHx8GD9+PL6+vkRGRjJz5kzCw8NLOzQhhBBCCOEEzu782b179+u+vmnTJrvTVVVl5syZTJkyhQULFuRP3759u01u6u7uTnh4OLt27aJZs2YOiblMVMwBatSowbBhw9i6dSvvvvuuJOVCCCGEEKLEffPNNzz66KNF2o7HxsYSFBRkM83X15fY2FiHfXaZqJhf1b59e3bu3Imnp2dphyKEEEIIIZzJyRXz4iri17N37178/Pxo3LhxkdcURcHDw8NmmtVqxWAw3HKM1ypTiTkgSbkQQgghhCgVX3zxBceOHWP69OkA5OTkYLFYaNWqFQ0bNiQtLc1m/rS0NEJDQx32+WUuMRdCCCGEEP8CZXC4xI8++oicnJz85wsWLODIkSN8/PHHbNmyhbVr1+a/ZjKZiImJoXPnzg77/DLTxlwIIYQQQojSFBISQpUqVfIf/v7+eHh4UKVKFfr160dsbCzx8fEAbNmyhY4dO1K/fn2Hfb5UzIUQQgghRIlz9qgsjubr68sXX3zBJ598Qnh4OImJiflNXhxFEnMhhBBCCCHsGD9+vM3zRo0a8cEHHzjt8yQxF0IIIYQQJc/FKuYlQRJzIYQQQghR4lytKUtJkM6fQgghhBBClAFSMRdCCCGEECVPKuZFSMVcCCGEEEKIMkAq5v9iR79qUtoh3LInrjQs7RBuydLZn5R2CLcsQ3XN8/iunq68m3PN2MP0fqUdwi37/cKB0g7hFrnmtgLwe/Sh0g5BlBapmBfhmkdaIYQQQggh7jCue4othBBCCCFcllLaAZRBUjEXQgghhBCiDJCKuRBCCCGEKHnSxrwIScyFEEIIIUSJkxsMFSVNWYQQQgghhCgDpGIuhBBCCCFKnlTMi/hXVMxVVf7yQgghhBCibLujE3OLxWL3XyGEEEIIUcpUJz9c0B3blCUqKopFixYRFxcHwJtvvkn58uVRVRVFkZEzhRBCCCFE2XJHVszj4+OZPXs2tWrVIjQ0lKNHjzJu3DhycnJQFEWatgghhBBClDJFde7DFd1xFfPY2FiWLl3KwIEDadWqFVarFbPZTEREBCaTCQ8PD6mYCyGEEEKIMueOqphHREQwYsQIqlWrRqtWrQDQ6XS4ubkRERHBqFGjeOqpp/jqq6+IjY0t5WiFEEIIIf7FpI15EXdMYp6RkcH8+fM5d+4cGzduJDo6GoDNmzdz9OhRJk6cSNeuXXF3d+ezzz7j8OHDpRyxEEIIIcS/lzRlKeqOacpiNpsZO3YsTz/9NE899RTvvfcePXr0IDo6mjlz5hAQEADAPffcwxNPPMGePXu4//77SzlqIYQQQgghNHdMYh4YGJj//6+++oqxY8dy8OBBvv32WwICArBYLOj1emrVqkWjRo2oWbNm6QUrhBBCCPFv56JVbWdy6aYsaWlpXLlyhfPnz+dPs1gsNG3alK+++gqDwcDs2bOJjIxEr9cDsGfPHrKysujevXtphS2EEEIIIUQRLpuYR0VFMX78eAYNGsSAAQOYNWsWAHq9HlVVadSoEXPmzOHIkSO88847ZGRksHv3brZv38706dMJDw8v5W8ghBBCCPHvJW3Mi3LJpiyxsbEsXLiQp556Cp1Ox6pVq5g1axYNGjSge/fu+cMhXq2cP/fcczz44IPUq1ePN954g7CwsFL+BkIIIYQQQthyuYp5REQEzz//PF27dqVHjx7cc889TJgwgYCAACIiIgCwWq0AqKpK06ZNefbZZzGZTLzwwguSlAshhBBClAUyXGIRLlUxT05O5v333+fo0aMcP36cjh07YjabqVWrFm3atOGuu+4CtLHLARRFIS4ujooVK7JkyZIymZTf1a0xfUf1JCUhDbPJzNcvLsRqsdqd1zfQh+c+G05aYjpBoYEsmLqUS2dKZjx2Hy93Xhvcg7ub1CAlw8jcNbv5dfcJm3k6N6vJqIc68MLs1cQmpt1wmY91b84Lj3fLf/758u0sWLffoXGXC/Rh0qgetGpajZS0LJb+coBVv/9ld96P336UoycvMX/Jrusuc+STHQkK8MbDw8CmHSfZtf+cQ2O+ymKBb791JzVNITlZITxcZeSIHPK6SwDw5pue7NhpyH8+e1YmDRva335On9axeLE7QUEqURd0jBqVQ7269ue93bi//tZAaqpCUrJCtXAro0ea0Ovh6DEdo8Z5FXlPvToW5n+dXewyL8UofLvAQJUqKsOeMjk03pwcWLoGft0ES7+85nMvw0dzoEJ5SE6BF8dASHDB66oKM+dBYjJk58D990C3u6//eXsOwdJfoFwQuLnBi6O1f2+HxQIzv4GUVC2W6uEw+Vnyt5U1G2DrbvBwh/RMeHsKlAssfnlHT8CytVApFJKSoWY1eLzf7cV4J8TtytuKq8buqnEX5sjtPCcHOveHtAzbGyXq9Sq7fgF/v9uLVZQ+l0rMc3Nzee6557j33nuZOnUqGRkZTJ48mfj4eI4fP87MmTNp0aIF9erVw9vbm6SkJFJSUhg0aBA+Pj6lHX4RNZtW49VFExjZZDJpiemMnTmMZ6c/xZzJC+zO/87qV9iwcCu/zd1I7eY1+PCPNxnZZDLGjOITGkcZ9WB7fttzgsUbDzF+QCfeGtaLY5FxRMYmAXB3kxo8cHdj6lWtcFPL0+sUWtcPZ8aSzfnT1u467vC4Xxl/HyfOxLJt92nu796EKaN7YszOZf0W28/q1bUhre+qztGTl667vGcHd6JiBX+mffwrHu5uLJr9DIlJGZw6F+fw2BcscCcjU+GFKTmoKkya7MXcuR6MHp0DwIULCno3eG6s9vf39KTYpDw5WeG11734YnYWFSqoHDqk54UXvPn2m0xCQhxbVvhmgYGMDIVXXshFVWHcJE++nAvjRptYv8GNxweaqF7Vii7voLRlm556dYo/QYi+qLBluxu/b3Bj2NOOTcrNZu2A/9MaMF7zMzJmw/DJ8NYkuLs1/LENxr4KS74sOKB+OjcvOXhLm7/PU1pi0Li+/c87eRZefAdWz4egQHhvJkyfA6+Ou73vMes7SM+AaS9qyciQifDx11qisnM/fLsEfvoKDG7w2Tfa91g0C5uTvKuSU+DVD2DpHPDx1qaNeAHKl4OenW8vTleO25W3FVeN3VXjvpYjt/MN26B9S+jQSsWQV5M5Gwl/n3DRpNxFq9rO5BJNWeLj4zl58iShoaHcddddPPDAA7zyyivMnTuXDz74gMWLF9OtWzf8/Pw4cOAAn3zyCZMmTWLGjBl07ty5TCblAMPfe4JDG/8mLTEdgM2Ld9BvXG9Cq4UUmbfzI+2o16Y2GxduA+Ds4QhyjLn0n9jH6XF6exhYtvkIO49GcCziMv+Zvx69TketygWliZ1HI1ix9e+bXua9berzy45/+HHj4fxHelaOQ+OuHh7MbxuPMn/JLjZsO8EL/1lG1MVE+vZsajOfn68n7VvVIjY+9brLK1/Ol0EPteLXjf8AkJNrZvfB84wZ0sWhcQNkZMDPy93pfo8ZAEWB/g+b+Hm5gStXtErJqlXuTHg+h0ceMfHIIyb69i0+aV2xwkDVqlYqVND2gi1aWKhQwcoPi9wdGnd6Bvz0s4Ge3QvifrS/iaU/G0i4otCmlYXxY3J5oI+ZPvdpj7Q0hc6dLMUuM7yKylOPmwgKdPwe3M0N+t8P3ToUfW3xSsjJ1Q76AN3vhvMXYO1G7XlcAsz/SXs/gJcndG4HM74q/vM+masdVIMCted9esCiFXDpNi58paXD98ugT95AU4oCgwdo0+KvwBcLtMTUkFeGGTwAjp6EP7baX96BvJ/x1eQWoEEd2Hvo1mO8E+J25W3FVWN31bgLc/R27uEBn06DgQ/Cw721h8ENenS69RhLk3T+LKrMJ+anT5/m/vvvZ9asWezevRsAT09PHnvsMV5//XUWL15MREQEb7zxBl988QWLFi1i5cqVbNmyhV9++YXatWuX8jewz9vPi5b3NuXs4Yj8aWf/igRFodMj7YrM32lAe6JPXiI3Ozd/2pmD5+ky0M4ey8GyckxEx6fkP0/NMJKRlcOBU9E28+WazTe9zKfva8XkQV2ZNLALwf7eN37DLUjPyGbL7tP5zy1Wlb2HIvD39bSZb+STHflm8Y4bLq9jm9q4G9w4fb6gOn76XBzNG1clMMCx3+HUKT1Go4K/f8GepVEjCxaLwv79ehITFX5bZ+DlV7z4aZmB3NzrLAz464jeZlkADRta2LvHsRfNTp7SkWVUCCj0WY0bWbFYFPbu19O5o20CnpQMickKdWvfuEmNu2PPIWx42Fn2H1uhYZ2C53o91KsF6/Iu8vy5E0wmhYZ1C+ZpWBf2HtYuV18rIxN27bddZoPaWgVtfTEH4ZvxzynIMioEBhRMu6sRmC0Km3fBX8cg0L/gtXKBUDUMtu6xv7ygADgXpbBhW8G0w/9Am+a3HuOdFLcrbyuuGrurxg2O387tXf3ZtBN6dLz1GEXZUqYT89jYWP73v//Rr18/mjdvTlxcHCdPngTA3d2dAQMG8Morr7BhwwbeffddVFUlNTUVg8FAQEAA5cuXL+VvULzazWvgZnDLr5YDmHJMZKVlUfuuGkXmr9emts28ACkJqVRtUAWDe8m2SLqvbX3e/GYdqbfYhCa0nB/nLyVizDXx5L0tWTptCI1rVnJwlJCYnFlkml6v4/jpgvJHs4ZVSEzOJDrGzp76Gg3qVMRisZJe6Hsnp2ah0ynUrl70KsftSE/XquIpKQXtCAPzKsYJV3ScP6+jTRszKSkKX37pyXPjvG3mtbe8a18PDFBJuFL8e24n7mR7cScU/aydu9zo1KH4anlpsVjg2GnbAyZoB80TZ7T/Hz0BOp1KQKHLx8FBoKoKJ88WXebxM9rBuPAB2sMDfL0Llnkr0vJ2C0mFNuFyeZ+RmAxWq0JSStHvEZdgf3ktm0K7liovvAOr/4DPv4U2d8G9Dr4w5KpxX8uVtpU7JXZXitvR2/m1LlwCgx7CHH8ILRnS+bOIMpuYJyYmMmPGDIYNG8Ybb7zBM888Q79+/ahTp+B01svLi379+vHqq6+ybNkyRowYwerVq/OHSyzLAitoe5T0pAyb6cb0bALKF20oFljB3+68er0Ov3K+zgu0kMrl/ZnwaGdeerI7PVvXw01/a5tPXFI6r8/9jcffXsiID5eSnWtm+tgH8CyBE4zmjcNZ+ssBANzcdDz6QEsWrdh7U+8NCvAmI9O2uU2WUStVB/gX7dB4OypX1irIR/4uaGSYnXc+4Oer0rq1hWn/yWbpkkymTM4mKkrH9Ome9hYFQFhllbNn9RiNBdOycxR8fR275wqrrC3vryMFcedcjduv6Gdt36Wn8903f6WlpKSmg8WiEHDNgd/HG5LzWjwlpoCfr3ZpuvDroHXyutbVA3PANT/vwsu8FeF5fdr3HymYlp1T8Fm+PioHjti+x5hdfHtURYHPpkGT+vDyewpnI+H5Z249vuK4atzXcqVt5VquGrsrxe3o7fxaf+6A7i7ajEXYV+YSc1XVDt7nzp2jfPny3H13QRfqpKQkIiMjWbt2LWvXrgXAx8eHwYMHc//99/PPP//QuXNn3J15zdtB8r4mOUbbNgg6vQ6zyU4FUbU/L2B/fidITM1i/b6TbD18lvvbNWBE36JNbv6//jpziec/XUGQrxdd7nJus6NObetw4O8oIi8mAvBk/7b8tOYAZvPNjUyiqlq78sJ0Om2vb7nJZdysunWtNGpk4ZdfDMTEKFgs8NtvWk+fsLCCz1IU6NvXxPjxOeza7Wa3Kg3Qr18umZkK3y90R1Xh0iWFQ4f0hIU5NjGvV9dKk0YWVvzixqUYBbMF1vymnXBVueazsrPhzFkdTZs4fmSY23V1LXp42E63WgvagioKeF7zuiXvp2hvFIerCcK1y7RYb2/Uh0Z1oXljlSW/QHSM1mHu51+116qGwRP9YO9hhS1aS0D2HNKqbFWvM0hVRpbWSa5nZ5U/tir85+Nbj+9Oi/tarrStFPkc7H9OWY/dleJ2xnZe2Kadrtu+HEBRVac+XFGZG5UlIyMDPz8/goKCOH36NMuXL8fLy4tjx46xbds2zpwpuKa0fPly5s+fj8lkolmzZowZM4aqVauWYvQ3LylWOz33uaZtspevJ6kJRYcaTIpNtjuvxWwpUkl3lhyTmZNR8bw8Zy1zXxpIp2Y1mfPL9YcWvBnnYxLZ+tc5Kpf3v/HMt8jXx4N7uzbkPzPWABBeOYigAG/+Pn79UVgKS0zO4K7GtneM9fLUTgJT0rIcF2ye9941Mmu2B2+86UXDhhb0OvD3t9K8edETsft7m5g/3524OMXuKCutW1t4/XUjy39258WX9HRobyY+XsdTTzm2wy3Ah+9l8+ksD15+w5PGDS3o9RDgr9Lymrj3HtDTqoXF7sgDpS0wAAwGlYxrflpZRq0tM0BIOdhv53Uo6DxW2NVh3DKuaWGVZSy4tH2rZr8HH8yC517T2q/qdFpTpbYttM5sik5lxlewap02IkVmlsJ93ewftLJzYOSL8PFbUKcm/OdjlSW/KDSqp/KIg/uau2rchbnatlKYq8buanE7cjsvLDkVEhK1tvXizlGmEvOIiAieeOIJpk6dSqdOnahWrRozZ84kOTkZd3d3WrduzSOPPEKDBg24fPkyn3/+Odu2baNTp07079/fJSrlV104cQlTrpnACgW/eA8vd3wCvDm5v2gDuHNHoggJD7aZFhQayOmD5/OvMpSkPw+doVebYsacugWXrqQSn5x+4xlvgU6nMHZIF2bO3ZRfHe/eqQED+rRgQJ8WNvMOf+xuhj92N536TS+ynLORCTxwbzM83N3yK+fBQT6YzRanDJcYEKDy+mtaOxBVhWdHedO/vyl/iKzC9HoIraBed+jDHt3N9MgbLWX7djf0epVe9zp2+EHQDppvv56TH/fQZz151E7c23fq6Xqd0VhKk6JA3Zra5fDCriRBkwba/+vXhp9/VTBmq3h5FrzupldpVJcialYDg5tq0/HMmA0ZmQpNGtzebzgoEP73hvZ/VYUBI2Bwf3DPW+cTR2gPgPc/g7bN7ccI8PvmvO+fd7CfOhkuJ6j8vBaHJ7iuGndhrrat3Amxu1rcjtzOC9u62/6INS7FNYvaTlVmmrLExMQwd+5cRo0ahV6vx8fHh/HjxzN37lx++OEH/vjjD+bMmcOQIUNo06YNDz74IG3btiUwMBBFUVwqKQdIT85g32+HaNC2oM18jSZVyc0xsWfNgSLzb1q0jVrNqtl09KzZtCrblxfTddvJ3A1uHD5z89XmG6kY7M+2I+cdtrzCRj3VmZXr/uJKoSsLv206yrBJC2weV5IyWPX7XwybZH8c+T93nMRkstCwbkEvm1rVQtj/VyTGbMcnuIWtWWNAr4cnn7A//EpWFoRUsBIaeuO9nNEIX8/14IUpOQQ4sPpmz6o1buj18PSTtuvHYoHDf+lp3apsJuYAD/SEI4WGuzeb4VwU9MrrTNj7Hu1A/neheU6dgw6tbYfsuyrQXxuurfAyT5/XKn+OPLguXa2dqD07uOhrp89pw8m990rx70/PKEgYQEuCBj1Q0PzOWVw1bnDdbcWVY3fVuG93Oy9s0w7oLqOx3HHKRGIeERHB1KlT6datG0OHDqVr166oqkq5cuWoV68ezZo1IzhYqxZfrQ4fOHAAo9FIaGhoaYZ+Wxa/t5zm3Zvg4aWdVPQc0pWVn/3GlUtJNO/ehNn7/ptfUd+z5iCR/0TTNq/CW691bQweBtZ8sd7pcQb7e/PkvS0J9NU6OAYH+NC5WS2++22fzXxXO4Pqr+kUWiusPIveGkzNvHHP+3duwqSBXfDxckdR4MmeLdi4/7TDxzEHbShERVEICvSmTfPqdGhVkzFDulCzWnnORsTbPExmC0kpmZyNiAe0u4bOm/EULZtqzaNS0oys/P0wndtpJ1NengbatqzBvJsYavF27NmjZ8tWN/73YVZ+W8dPPvVg5SoDFouWlH/1lQejni1Yf+fP6xj5rDcREbZ/C6MR3n3Pk6efyqFjR+d2uty1R8+fW9z49H/ZRdpoHj2mo15da5Fh0BKTFIY968mBg0V3TWZLQRtRRzObiy77kT6Aqo3+ANqNPWpVLxjlo1wgPNYPNm7XnmdmwfZ9th0Op30C735a8Hz0U1ob0qs3S1n1Ozw1ACre3H25bmjrHli/BeZ+VNDW9qoLl2DqDPhmBoRVLJh++hz0fwbORGjPu3eCizHa/FedjYIHezkmRleP25W3FVeN3VXjvpYjtvOrcnK0GyK1aOKY2EqLjGNeVKk3ZYmNjWXcuHGcO3eOwYMHk52djaen7egSFouFv//+Gz8/P7y8vDh69Cjbtm1j8uTJLp2Ynz54nlnjv2HKvDGkJqaTnpTBgreWAuAb6ENo9RAMHloJyGq18tZDHzJqxhDqt6tLcMUgXuoxjWwnJLPXCvTz5tFuzRjRty37T0ZzOTGdV79aS2pmwbCBTWpWYkCXZgAMvrcly/78i3MxWidLLw8DlYL98cr7LqmZ2fRqW58+HRpy5MwlFvy+n7/P3cYdHIrx2EOtefrR9gA83q91/vS0dCNf/7D9hu83GPRUDAnAx7ugN9AX321l/PBuTBhxD36+nnw463dOn493eOxGI+za5UZcnA4vb5UP/2u0aQri7a0yd64Hy5a506ypheHDc2yasWRnw+XLuvwDzPHjOiIi9cRcUnhmeC41azqnw6XRqI20cjlOh4+XyscfZttterN9pxud7ZwY5OZCbJyOjMyCTqyJSQobNulJSlLYvtON+nWtdHFgE5g/tmpjHickwoJl0LeHNqyajzfMna4NuxdWSRvJYc5/tfahV704Bj6cpd0hMDUd3n0Jm0vQ8VdsP6txfXhjArzxodYWNsAfnh9+e/FnGWHzToiJA29v+Op/tpXjP3dCbBykpMGs97TvZvP+bO3uiFfb31YOhc/egQ8+1+L1cAdvT62TmiO5YtyuvK24auyuGvdVjt7Or9p1ENq2sP2+LslFk2dnUtTSaKCcJyIigkWLFtGzZ08WLlzI/v37efPNN+nZsyce13SNjoiIYOXKlfz+++8kJCSwbNmyMnPzoJ66R0s7hFuSPLx9aYdwy7yulN0mENezdPYnpR3CLfNQXPMIEKRzzg2shBDCVekqnr7xTCWg9TDnDp20f/5kpy7fGUqtYp6cnMyUKVN48sknadu2LW3btuWZZ57hnXfeQVEUevToYZOc16hRg4EDB+Lu7k7v3r2pVUu6IQshhBBCuCpXbW7iTKVSAsvMzOTw4cP06tWLAQMGYMlrPPbNN9/QpEkTpk2bxsaNG8nOu6OK1apddq9SpQpjxoyRpFwIIYQQQtxxSjwxj4+PZ9WqVRw9ehQfHx8yMzPR6/X5nTrnzZuXn5xv2rQJwGY4QH1ZHPRYCCGEEEL8/6hOfrigEk3MExISmD9/Pr6+vlSuXJnw8HA8PT2Ji4vDarWSm6sNBXc1Of/ggw/48MMPWb9+fX5VXQghhBBCiDtRibUxj4mJYcWKFXTv3p1WrVrlTz9w4AA7d+5kwoQJ6PV6cnNzcXd3Z968efTu3ZsVK1bwxBNPSKVcCCGEEOIOIm3MiyqRxDw1NZXPP/+cAQMG2CTlhw8fZt68eURGRlK7dm369OmDu7s7ubm5WCwWBg0aRNeuXQkPD7/O0oUQQgghhHB9JdKUJScnB4PBQKtWrWyapHh7ezN8+HD8/f1ZvHgxa9euBcDd3R2dTsdjjz1G9erVSyJEIYQQQghRkqSNeRElkpgfO3aMffu0u0QW7uhZt25d2rRpw9SpU1EUha+++or9+/cD4OHhUeRGQ0IIIYQQQtypSiQxr1KlCmlpafz5558AKIqS/6/VaqVRo0Z88MEHlC9fHoO92wQKIYQQQog7iqI69+GKSiQx9/f3B+CXX34hNrbg1utmsxld3v1k09PTqVKlClWrVi2JkIQQQgghRGlSVec+XFCJJOahoaEMHz6cP/74g1mzZvHPP/8A4Oam9T09cOAAmzdvZsyYMZQrV64kQhJCCCGEEKJMKbHhEgcMGMCZM2dYuXIlu3fvpkOHDoSHh+Pu7s6RI0d49dVXCQ0NLalwhBBCCCFEKXLV5ibOVGI3GAoKCuL111/n/fffJzg4mEOHDnHgwAGMRiOTJ0+WpFwIIYQQQvyrlVjFHLS25v369aNv3775zViEEEIIIcS/kFTMiyixinlhhe/iqbpo43whhBBCCCEcqVTK1leHS7z2/0IIIYQQ4t9BsZZ2BGVPqVTMhRBCCCGEELakobcQQgghhCh50pq5CEnMhRBCCCFEiZPhEouSpixCCCGEEEKUAVIxF0IIIYQQJU9G5itCKuZCCCGEEEKUAVIxF0IIIYQQJU7amBclFXMhhBBCCCHKAKmY/4sFfbu7tEO4Zb2OpZV2CLekot63tEMQwul2ZrvuXUPu9nTNetWSjKDSDuGWdfK6UNoh3JIwvV9ph+D6pGJehGvugYQQQgghhLjDSMVcCCGEEEKUOGljXpQk5kIIIYQQouTJcIlFSFMWIYQQQgghygCpmAshhBBCiBInTVmKkoq5EEIIIYQQZYBUzIUQQgghRMmTinkRd3zF/PLlyyQlJZV2GEIIIYQQQlzXHZ2YR0dH88ADD7BgwQIuXbpU2uEIIYQQQog8iurchyu6Y5uyXLx4kQULFvDuu+/SvHlz/Pz8UFUVRVFKOzQhhBBCCCGKuCMr5pGRkYwdO5awsDB69epFhQoV8PLykqRcCCGEEKKssKrOfbigOy4xj42NZdq0aVy6dInjx49z7Nix0g5JCCGEEEJcS3XywwXdUYn5mTNn+Pzzz5kwYQLvvfceJ0+eZM6cORw/fry0QxNCCCGEEOK67pjE3GQy8e677+Ln50ezZs247777ePrpp4mMjOTLL7+U5FwIIYQQogyRzp9F3RGJeU5ODgaDgRdffJGBAwdisVgAePTRRxkyZEh+ci7NWoQQQgghRFnl8on52bNnmTBhAtu3b6dx48aEhoai1+uxWq0APPLII/nJ+Zw5c4iIiCA3Nzf/dSGEEEIIUQpU1bkPF+TSifmFCxd45plniI6OZtWqVezZswdfX18AdDpdkeQ8JiaG0aNHM3v2bHJzc0szdCGEEEIIIWy47Djm0dHRzJ8/n7fffpsuXbqQmprKmTNnMJvNuLlpX0un02GxWNDr9TzyyCOcO3eOn376iQcffBBPT89S/gZCCCGEEP9eZbUd+KlTp3j77bc5efIk1atX55VXXqFt27YAREVF8eWXX1K+fHnS0tJ44YUX8Pf3d9hnu2TFXFVVVqxYQdeuXenWrRuqqhIUFESbNm2wWCwkJSXlz6vX67FYLFgsFjp37szq1aupVatWKUYvhBBCCCHKotzcXGbOnMm4ceP47rvvCAgIYPTo0cTFxZGVlcUzzzzD6NGjeeGFF+jcuTNTpkxx6Oe7bMX88uXLZGdnA9qILNu3b+fvv/9my5YtpKen06pVK0aOHEnNmjXR6/UAtG3bFp3OJc9FhBBCCCHuLGWwYh4VFcVbb71FxYoVAZg5cyYdOnTg8OHDxMfHU65cOapXrw5A586dmTx5MkeOHKFZs2YO+XyXSszT09MxmUyUK1eONm3a8MEHH/DZZ5+Rnp5OfHw8Xl5e1KtXj2rVqrF+/Xp0Oh3vvfde/vvLYlJ+V7fG9B3Vk5SENMwmM1+/uBCrxX7HVN9AH577bDhpiekEhQayYOpSLp2JLeGIC5T12K1mlUNLU1ABvUEhI95M84GB+FUo2OyPrEzl2K9pmHNUwlt40f6Zcnj662+4bHOOlWO/pmPOseJf0UCNDt64edz+9pWTA0vXwK+bYOmXtq9dugwfzYEK5SE5BV4cAyHBBa+rKsycB4nJkJ0D998D3e6+/uftOQRLf4FyQeDmBi+O1v79t8Tt6rFfZbHAzG8gJVWLpXo4TH4W8moSrNkAW3eDhzukZ8LbU6BcYPHLO3Ya5v4AweXgfBS8MBoa1bu9GO2xWmDlAoXMNEhLVggNVxkwTEWXF3diHCybpxAYDOmpMHCkSkC54pcXdwnWL1MoVwGMWeDpBX0eV3HUrv+O2FbMKlt/zAYV3NwVUuKsdH7ck8AKRVdS2hUre1fn4B2gUD5MT712hhsuP+ofM9+9ksHUtYG3F6i92C0w/1sP0tIUkpMVwsOtPDMiJ387B5j6phc7dxbE+dmsTBo2tFx3uWlpsGK5BwaDSqVKVrrdY8YRNwq/E7YXZ1PKYAfNOnXq2DwPCAggICCAsLAwli9fTnh4eP5r7u7uhIeHs2vXrn9fYn7u3Dk++OADpk2bBkCHDh1QFIXt27fj7+9Ply5dqFixIvXr1wdgz549LFy4EFVVURzxC3OCmk2r8eqiCYxsMpm0xHTGzhzGs9OfYs7kBXbnf2f1K2xYuJXf5m6kdvMafPjHm4xsMhljRnYJR+4asR9eloLBW0ezhwMAiDuZzR/vxzHg0zAATm1MJ+5kDm2eDiIpMpe/f0kjK8lCn3cqXne5GQlmNk2Pp8XjQYQ393JYvGaztgP/aQ0Yr1ktxmwYPhnemgR3t4Y/tsHYV2HJlwXJ16dz83b2b2nz93lK29E3rm//806ehRffgdXzISgQ3psJ0+fAq+P+HXG7euyFzfoO0jNg2ovaAX3IRPj4a+1gv3M/fLsEfvoKDG7w2Tfa91g0C5uE5qrEZBjzCiydA5UqaAf74ZPhl/lQscLtxXmt1T8oGDPh6Ykqqqoy/SUdy7+FR0eq5GTDRy/rGDzeSqOWcHAHfD5Vx2ufWvMT98LMZpj1to7JH1gJKq9N+36mwsZVCvf2v/2D/52yrWxbko2Ht8LdA7R+VtEnzCyZlsHoWbZtZCP/NrFxfjYDXvImqNKNixUAFpPKr7OznFYF/X6BB5mZCpOnZKOqMGWyN/PmejBqdA4A0Rd06N1gzFjtD+Tpqd4wKT9/XsdH//Ni4mQjdes6brS2O2V7cXXdu3e/7uubNm264TIiIiKoXbs2TZo0ITY2lmrVqtm87uvrS2ys4wqNZa+EbEdSUhKTJ09mx44d/PbbbwCEhobSr18/ZsyYwVtvvUXXrl3zk/Kr7wkMDEQtg2djVw1/7wkObfybtMR0ADYv3kG/cb0JrRZSZN7Oj7SjXpvabFy4DYCzhyPIMebSf2KfEo35KleIPXJvFr4hBeeewTXdSYo0kZ2m7agzrli499UK1O7sS5uny9FiUCAxR7NJu2wqdpm5mVbW/SeOBr38HJqUg1bZ6H8/dOtQ9LXFKyEnV9uJA3S/G85fgLUbtedxCTD/J+39AF6e0LkdzPiq+M/7ZC60b6ntxAH69IBFK+DS/3P/4qpxu3rsV6Wlw/fLoE/e8UdRYPAAbVr8FfhiAfTsrCXloL129CT8sdX+8hYuh1rVtKQcoF0LLSH/6odbj9GerAzYsFKhTVc1P+7uD1nZuFIhJRE2r1Ewm6BRS23+5u0h9gLs3Wy/0BITCUkJEBBUMK1qLTj5l2MKM3fCtgJwao/JpjpeqZaeuAgrWWkFSenlc2Z+/jCLByfefFIOsHN5DpXr3Pz8/x8ZGbBiuTv33KPtnxUFHn44lxXL3blyRfsbr1rlzvjnsxnwSC4DHsmlT9/i9+UA8fEKr73izYhnsx2alMOds704ndXJDweYP39+flFYURQ8PDxsv4LVisFw46tJN6vMJ+YWi4X09HQmT57M008/zfLly5k1a1b+66qqkpWVRUZGBqmpqQDs2LGDw4cPM2rUqDLZfAXA28+Llvc25ezhiPxpZ/+KBEWh0yPtiszfaUB7ok9eIje7YJjHMwfP02WgnV+9k7lK7J5+eo7+korFpB34407kEFTVkN9Upf69vjbzV2vtDUBORvG/5n0Lk/Epr6dudz8nRa01N7jWH1uhYaGra3o91KsF6zZrz//cCSaTQsO6BfM0rAt7D2sV0GtlZMKu/bbLbFBbq7auLyZhu1PjdvXY/zkFWUaFwICCaXc1ArNFYfMu+OsYBBYqhpYLhKphsHWP/eXt/8t2/qvLK27+WxV5GnKMCr6FPqtWA7BYFP45oHBwu0LV2gWv6fRQpSbs32o/0fbx15a36ZeC188eh3pNHVucceVtBcDbX8fuFTn5+8ULx81UqKbD2187VlotKitnZNH2IQ8qVLv5JDvxkoW0RCvVmzjnQvypU3qMRgV//4K/Z8NGFiwWhQP73UhMVPh9nYHXXvHm52Xu3MyIyJ987EXbdmZatLh+Vf12uPr24uo2bdp03ceNrFy5kl69euW3Ka9YsSJpaWk286SlpREaGuqwmMtm1ponOjqaLVu2UKlSJbp06cLQoUNp3bo1v/76a35yrigKGRkZ7N+/n08++YRRo0bx8ccfM2TIEKpWrVrK36B4tZvXwM3gll9xBjDlmMhKy6L2XTWKzF+vTW2beQFSElKp2qAKBveSbZHkKrE3HxjAlXO5/Pb2ZRLO5nB4WSo9Xy24Fu9TzvazrRYVg6dCUFX7Z75ZyWZObkinfC0Ptn95heUTL7H5k4T8CryzWCxam99rk6VygXDijPb/oydAp1MJKHS+EBwEqqpw8mzRZR4/oyVuhZM5Dw/w9S5Y5r81bleLPS3vp5VU6IBdLu8zEpPBalVISin6PeIS7C8vNR0Sr5k/KFCrvjtSVob2b1qhz/IL1P5NSoCoM+DjZ5tU+wfChXP2lxdcAe6+18pPXyusW6qw/XcFvR56OqAZy/W40rYC0GmQBzFnLSx8I4OYM2a2L8lh0Bs++a+f3G0i/oIVT2+FFdMz+WJMGpt/MKJar78eN/+QzT1POW8Y4ox07YQrOaXgxCswUIvpyhWFiPM6Wrcxk5KiMOdLT8aP8yElpfirJadO6di/z41KlaxM/9CTEcN9+HymJzk5TvsKgOttL86mqKpTH7dj8+bN+Pr6cvfdBY37u3TpwpkzBSvVZDIRExND586db+uzCiuziXlaWhoTJkzg119/xd1dO+WsXLkyo0ePLpKch4aG0qBBA6pUqcKJEyd45513qFKlSmmGf0OBFbRfZXpShs10Y3o2AeWLVmMDK/jbnVev1+FXzrfI/M7kKrFXbuJFt8khxJ/K4ZeXY2k/PIiASsVfbrp0xEjDPv64udv/WVzYb0S1QHB1A53GlKfHyxW4eNjInx8Xk+E4SGq6VkUMuGZH7uMNydpFIhJTwM8Xmw5LPtoFAFJSiy7zahIXcM2fq/Ayb5erxg2uFXu41mWC/UcKpmXnFHyWr4/KgSO27zFmg38xF32qVtYO5plZhZaXrX1XRwqppP175mjBCszNa4urKNoJhc81MXp6qWTYFqtsPPW8SouOsPxbHdvXKQyZ6LiOn8VxpW0FoEYzA/1f9Cb6pIVvpmTQa6Qn5SoXVMZP7jbhG6QQVk9P/xd9uOdpT7b9mMOOn4vPWI9syqVOa0N+1d0ZKlfWrmQe/bsg1ryB2fD1VWnV2sLb/zGyeEkGkyYbuRClY8b04k8Udu4w4OmpUqeuhRdfzmbKi9n89puBL2Y79x4nrra9/FutX7+ec+fO0aBBAy5evMjp06eZPXs2/fr1IzY2lvj4eAC2bNlCx44dbZpS364ym5ibTCamT59OjRo1WLhwYf70wsn52rVr85PzihUr8uijj7JmzRoaNWpUWmHftKsncjlG2+ttOr0Os8lOBVa1Py9gf34ncqXYs5LMNOjlh8FD4bf/xJEUZf/6pinbStQ+I3f1D7D7OkDKRRMGT4VanbQMJaCSgfr3+nHpr2wSI513J9mr++ZrmrVhtRa0G1YU8LzmdUveqrXXK//qDv/aZVqsjuvF76pxg2vF3qguNG+ssuQXiI7ROp39/Kv2WtUweKIf7D2ssGW3Nm3PIbhwSXvNnif7Q0amwpffa7/1qIvae4qb/1ZVqwO1GqpsXquQEKutu+3rtZVUPq//tbud9W+vw+pVuTmg16t07GXl/EmF2dN0+X8TZ3GlbeWq9EQrrXq7Y/CEhW9mEh9ZsJKuRFupXFtP5TraB9Vv7054Az27V9hPzLPSrJw9YKLZPXbabDhQnbpWGjUys/oXd2JiFCwWWPdbXtEurKD5oaJAn74mnhufze7dBq4k2K+aX7igo2IlKy1bat+9QQMLnTqbWfebgfR0u29xCFfcXpxKdfLjFqxZs4ZJkyYxffp0unfvTvfu3XnggQcwGAz4+vryxRdf8Mknn/DFF1+wZ88epk+ffotf3r4ym5gHBgZSq1Ytxo8fT3x8fJHkfNSoUbRp04YNGzYwceJEfv/9d3x8fAgIKD6xKkuSYrVTXJ8Ab5vpXr6epCYULQklxSbbnddithSpRjubq8R++s8M4k7k0GFkMH3f18pzf7wfj9Vc9Nd6YFEK7Z8ph7tP8T8JU7YVNy/b1ys31aorqTHX72R0OwIDwGBQybhmVWUZIShvcw8pp43Kce3rUNAZqLCrw3JlZBZ9TzkH/YRcNW5wvdhnv6d1/HruNZj2CURGQ2CAStsWMH44jHpKZcZXMPEt+OckZGYp3NfN/rLubg3T31DZdxiemQLb90JsHPTuensx2jPubSsNmqvMelvHos8V4i6Cr79Kq04qbgYV4zXrKseo4FfMulJV+GKajrbdVIZOVuk/3MqRPQprfnDuqFyutq38tTGX6BMWeo/2ZtiHWol1yTuZWPL2i7nZKu6etuusRjM3jOkqWalF+99sXphNNyc2YSls2rtGWrQ089ab3sz81JOLF3X4+1tp3rzo2Vfv3iYCg6zExdnfpxuNCl5etseC5i3MWK0KMTHOS41cbXv5N3rggQc4fvw4p06dsnk8++yzADRq1IgPPviAsWPH8uabb+Lr69jLiWU2Mdfr9Vit2k5g0qRJxMfHM3/+/PzXw8LCmDx5Ml5eXmzdupWGDRviVuZPDQtcOHEJU66ZwAoFvxoPL3d8Arw5ub9oI7JzR6Js5gUICg3k9MHzJT7yjKvEfnBJCjU7aW0ng6u7c+9rFchIMHPpqO3YVWe3ZRBc3UCFuh72FpPPJ9iN3EyrTVtLr0CtfOfh67yfkqJA3ZpF2/1eSYImDbT/16+tdQAsPCzXlSRw06s0qksRNauBwU216UhkzNYqpVeX+W+N2xVjDwqE/70Bq7+D/7wAfx+Hwf3B3aBVzCaOgDXfwafTtLbibZvbj/Gqvj214RW//RhCQ7Qq9UP33V6M9vgFwMiXVf7zlZWnJqicP6nQ/SEVgzuEVbdtfw6QmgzV69nfZ5w+CpFnoEkb7fn9g1S69rWy/XfnJuautq1sXZxN485ak77QGnoef8uHlHgrEUfMAPiX12HMsF3HPkE6FB14+BRdlwd+y+Xzken8p08K/+mTwi+fahnkf/qksGWR8faCvUZAgMqrr2Uz75tMJk3O5sQJPQ/3z8XegBh6PYRWUCkfYr8zf0iIlfQ02+8TFKR9bz8/5x2XXG17cTpVde7DBZWZxPzSpUts27aNv//+m9OnT5ORkYHZbCY7OxudTseUKVNIS0vjp59+yn+Pt7c39957L8uXLy/THT3tSU/OYN9vh2jQtqAbdY0mVcnNMbFnzYEi829atI1azarZdJas2bQq25c7eKiEm+AqsZuyrOjdCna8ofU8Ca7uDoUS69h/skm7bLYZZcWYYv/ad9VWXlhyVRIjCpqt5KRbcfdWCKl9/aT+dj3QE44cL3huNsO5KOjVRXve+x5tx/x3oXlOnYMOrQvaJhYW6K8Nv1V4mafPa5Uce8N7/dviduXYl67WkpJnBxd97fQ5bUi29165uWVlZmlDtE17saCa5yxbf9U6a/Z+TPt9trtHS9SvslggNhpadbJ/sDVmat+7cJvyrn1VrI4dBc8uV9pWsjNV9IaC9VqlvhsVa+jzc5g6rd2IOWPJr6ADGNNVqjVys9mfXjXqM1+bR9cnPfOnt+rtvP3i2jUG9Hp4/An7zQizsiCkgpXQUPvbS7t2ZmJidKSmFnyn9DSFypWtVKzo3ITOlbYXZ1NU5z5cUZlIzC9evMiAAQN49tlnGThwIAMHDqR9+/Z06NCBPn36MGDAAMaPH09iYiIzZszIb1fu7u7O4MGDqVmzZil/g1uz+L3lNO/eBA8vrZ1czyFdWfnZb1y5lETz7k2Yve+/+ZXmPWsOEvlPNG37tACgXuvaGDwMrPlivcRejFqdfYjcW9CDzWS0gg4qNtQOHAlnczjwYzIhtd2JPpRF9MEsTm5I56/lWm+ZrGQzKyfHcOmIVvUpX8uDWp18+GdtQXOd8zszadY/AHdvx/2UzGaKtIt9pA+gar35ATZsg1rV4d68HXm5QHisH2zcrj3PzILt++D5ZwqWMe0TePfTguejn9LaDl+tyqz6HZ4acOs3kXHVuF099sK27oH1W2DuRwXtVa+6cAmmzoBvZkBYoXtonT4H/Z+BMxG282dmwUvvwtgh0KOTY+Irzt/74MB2hYnvWfPbxHa6TwVVG50F4NAOhcpVoUVH7XlqEkx7TseJw9rz+s3AzaBVzq+KiVLo0MOxR2dX31aadDVwcndB07tco4qig2qNtBXfsrcHXn4Kf2/WEl6rReXUbhNdB2v7TbNJZf5L6Rz5U3u9Yi03m0dAiJI/3becc1KMvXvc2LbVwH8/zMzfXmZ+6skvqwxYLFpS/vVXnox8tqDkfP68jlHP+hAZocXU4W4zDRpaWLWyoG381i1uDBmW7dAOw66+vYiSp6ilfAee2NhY1q9fT+3atYmOjmbTpk2MHj2a+Ph4Ll++TG5uLpcuXSI2Nha9Xk9kZCR6vZ7BgwfzxBNPlGbo+XrqHr3l93Z4qDVdB3YgNTGdzNQsFry1FFVV6TSgHRO+HMmYli+TEK2NUxZcKYhRM4YQH32F4IpBLJi6lMuR8Y76Gi4Ve69j1xmaIY8518re+clYzSqB4QaMqVbq3uNLYJiB1BgTv7wUa3fM8h4vhVCjgw/p8WZWTomh09hgarTXmsSYc6zsmZ+MTg9unjrcPBSaPxpw03eXnRwUcd3X/9gKs+Zr1ZOXxkLfHtowWQDnIuHzbyGsktYz/4UxtlVMkxk+nKVdKk1Nh4d7a+2Orxr3uvbvrPcKpm3cDuv+1Jbj6wvPD+eWDkquGrerxw5aO9LNOyEmDry94dG+WhOWq/7cqbURT0mDxx4q+G5X/XUMRr0EX0+HZg2152cjtUS+b3eoW+v/H9PO7BuXqXOy4a/dConx4OkFnXuruF3TJCHmAvzyvY7yodpoLI+OVPPHPU+M0xLzpydaaZmXrEefg1Xf6wivqeLtC2YT3Dug6HKv527P4v8YZXlbWZIRZP+Fa5hzVdbPM2I1Q/lwHZmpKs17uhMcVtCrNiXOwvq52VSopiMrTaVmczcadNAS2Nxsldmj0mj/sAft+hVtW/7Xhhx++dTI1F8DbyoegE5eF244j9EIu3e5ERenw9tb5f4+JpsmLHO/9mD1L+4EBKo0a2pm2PAcyocUpDfHj+t57RVvPvgwiwYNtEw5NVVh9ixPQkKsmExQtaqVvg/cfH+hMP3172dRlrcXXcXTN/09nalH5/duPNNt2Ljtdacu3xlKNTGPjo6mf//+PPHEE0yaNAmAL774Am9vb4YOHWr3PSaTCYPBQEpKCoGBgSUX7HXcTmIubs3NJOZl0Y0ScyHuBDeTmJdV10vMy7KbTczLoptJzMuiGyXmZZkk5mVXqe6BIiIiSE9PZ8uWLaxcuRKAsWPHkpGRwezZs/PnM5u1TilWqzX/Tp6uMvqKEEIIIYQoSrE69+GKSjUxb9u2LT17C8QM2QAAMZJJREFU9qRatWosXryYVatWATBu3DhAq54DuLm5YbFY0Ol06PMGsb3ZpgNCCCGEEEK4glJNzD08PKhduzZ+fn6EhITw7bff8ssvvwDw3HPPoaoq8+fPJyoqisuXL5dmqEIIIYQQwpFkuMQiSi0xvzpG+YMPPki3bt148cUXqVSpEt98801+5fy5557jwIEDTJo0CW9vO2MECSGEEEIIcYcoscTcbDbnJ+OF24q7u7uzcuVKPD09ef7556lcuTLz589n/fr1ZGRk8OCDD/LJJ58QFOS6HVuEEEIIIcQ1VCc/XFCJJOZnz55l1KhRzJw5k7///ju/Mydod/B8+OGHOXfuHI0aNWLEiBHUqFGDKVOm8P7779OhQweqVatWEmEKIYQQQogSoqiqUx+uyOmJeXp6Oh999BE7d+5k4cKFPP7444wZM4bPP/+cmJgYcnJyqFixIn/++ScArVq1okOHDpQvX55hw4bh5+e6wxEJIYQQQghxs9xuPMvtMRgMTJo0iSeeeILTp0+TnZ3NqVOn+OGHH/jxxx+pXbs2Q4cOJSUlhaioKKpWrUrjxo1ZunQpoaGhzg5PCCGEEEKUBhetajuT0xNzT09P6tWrR1hYGMnJyYSEhNC9e3feeecdli1bxo4dO5gwYQJms5mGDRsyYsQIGjZs6OywhBBCCCGEKFOcnphf5evrS5cuXdi+fTsJCQkEBwczcuRIRo4cye7duzl58iRxcXEYjUY8PT1lnHIhhBBCiDuZi94EyJlKLDEHCAwMpEuXLmzdupU9e/bQqFEjatWqRfv27Wnfvr3NaC1CCCGEEEL8m5R4Fuzv70/nzp1RFIWoqCjWrVvHqVOntGAkKRdCCCGE+FeQUVmKKpVMOCAggF69erF//36WLVtGuXLlSiMMIYQQQgghyowSbcpSmLu7O02bNuWJJ54gJCSktMIQQgghhBClwUWr2s5Uaok5QK9evaT5ihBCCCHEv5Ek5kWUalYsSbkQQgghhBCaUq2YCyGEEEKIfykZLrEIKVkLIYQQQghRBkjFXAghhBBClDhXHdLQmaRiLoQQQgghRBkgFXMhhBBCCFHypGJehFTMhRBCCCGEKAOkYi6EEEIIIUqeVMyLkIq5EEIIIYQQZYBUzIVLWt/Iv7RDuCV/uLUq7RBuWU6v5qUdwi0p/2pEaYdwy94PX1XaIdyS86bqpR3CLWvofqG0Q7glvbyzSjuEW6Z30VQk2eq66zy4tAO4SirmRbjmr0EIIYQQQrg2ucFQEdKURQghhBBCiDJAKuZCCCGEEKLEyQ2GipKKuRBCCCGEEGWAVMyFEEIIIUTJk4p5EVIxF0IIIYQQogyQirkQQgghhCh5VqmYX0sq5kIIIYQQQpQBUjEXQgghhBAlT9qYFyGJuRBCCCGEKHmSmBchTVmEEEIIIYQoA6RiLoQQQgghSp5UzIuQirkQQgghhBBlwB1fMbdareh02vmHqqooilLKEQkhhBBCCBkusag7tmJuMpmwWq3ExMRgtVqxWq0oioLVai3t0IQQQgghhCjijqyYX7hwgXnz5nH06FEuXbpEeHg47dq1Y8yYMfj6+mKxWNDr9aUdphBCCCHEv5cqxdJr3XGJ+eXLl5kxYwbNmzenYcOGmM1mlixZwjfffMO+ffv49ttv8fPzk2YtQgghhBCiTLmjEvOLFy+yYMECBg0aRIcOHfKnDxw4kHfeeYdly5YxadIkZs+ejYeHRylGKoQQQgjxLyejshRxx7QxP3fuHGPGjKFJkyZ06NABi8WCqqqYTCbc3d157bXX6NGjB7t37+bo0aOA1hlUCCGEEEKUAqvq3IcLuiMq5mlpabzxxhucOXOGqKgoUlJSCAwMxGq1YjAYsFqteHl58eabb7J7925OnTpFq1atykRTlru6NabvqJ6kJKRhNpn5+sWFWC3221z5Bvrw3GfDSUtMJyg0kAVTl3LpTGwJR1zg/xM7QJNODRj6zmMsmLqUv7ceL8FIbbnyOjd4GOgzsjvdBrVnQqepN/2+//72Ksd2n2bhO8udGJ2mXKAPE8f0oGWzaqSkZvHTqgP8su4vAPR6HSOf6sS99zQCYPP2k3z9/TZycszFLq9+nYr0vbcpcQlpBAV6ExWdlL88R0pYG0nc8nNFpgf3qkqlx+qQtPkiCWsjseZY8GseQuXB9dB5FN9XRVVV4lecx5yWizXXQkDbUPzvCnF43AAWC/ww3530NIWUZIWwcJWnn8nBXleaN1/yokEjC08Myb3uMi/HKPy40IPKYVYGDb7+vLcct1llx49GVMDNAKnxVjo+5kVABdvAN8zNZP8v2fnPH3rRl0Zd7F/1TLpkYc8KI/4hOnKzVNy9FO4e5IWic+z+3mKBr781kJqqkJSsUC3cyuiRpiLrPPKCwi9rDIRWsFK7lpVWLezvay7FKMyZ505ggEpElI6nHjfRtrXFoTHfKO6jx3SMGudV5D316liY/3W2naUVxP7tAgNVqqgMe8rk8JgLxz4nP3aoFq4ytlDsI8Z52ondyvfXiR0gOxuWrXTDmK1QJczKPZ0teBZd1G3F7arrXJQ8l0/Mk5OT8fT05N1332XVqlWsW7eOjIwMxo4dS0BAQP5wiaqq4uvrS0BAAEajsbTDBqBm02q8umgCI5tMJi0xnbEzh/Hs9KeYM3mB3fnfWf0KGxZu5be5G6ndvAYf/vEmI5tMxphx/Z2OM/x/Y2/csT49h3SlaeeGJRypLVde5zq9jm6DOnD/iHvw9L75pljdn+xIix5NOLb7tBOjK/DyhPs4cTqWbbtO07tHEyaP7YkxO5c/Nh/n6UHt8ffzZNbcP7mrSTiPPNgSL08D//t8vd1lBfh78erE3oye8gPGbO3gM/0/j5CUnMn2PWccGnf60URCH6mFW4B7/rSENZH4NQsm7VACliwz1SY2I/1IInHLz+Hm707FR2sXu7y45ecwXckmfHRjrDkWzry2G0OAB141/B0aN8CP37uTlakwbnIOqgqvT/Hi+3keDBuVYzPf5g1uHDnkRoNG10/4Yi4q7N5hYMtGN6cl5QA7lxrx8FZoN0BLTC6eMLFsWjojZgXmz2PMsJISa6HHSG8AFAUadHS3tzgsZpVl76bzxDt++JXXMuTfZmWwf3U2bfoVTX5uxzcLDGRkKLzyQi6qCuMmefLlXBg3uiBJ2vinnpWrDbz7djZBgcUvKzcXJr7oyduv59CooZXICwojRnsxe2Y29eo4tnPc9eJev8GNxweaqF7Vyv+1d+dxUZX9/8dfZxZ2ZFGUUBRFBdcKkVzR20rNNTWyr6Zp951Lv7TU0hajrFxySSu32+U2Tdwy1zK71Uotc8Ol9BbcwQVXUHaY7ffH6OAIKBjDzOTn+XjMozgMZ95zzXjO51znOtdR3TrA+GWH+p4Zzp1X+GWnhs1bNAzsb9sCcf5iLVmZ8O6t7K+OcGXWfC3Dh+j4YYuaPs/rqHlH9p93aO7bfpevKLzzoQuDBuhoFmWbCxGduc1tTkYuFOLUQ1nOnj1LmzZt2LhxI6GhoYwaNYpWrVqxc+dO5syZw82bN1GpVOj1ehRFwdPTkyZNmhAZGQnYfyjLy+P7cGDrH6RfzwDg52W/8uxrz1ClRuFetejnmhEWVZutX+8A4OTBM+Tl5NPzjc7lmvm20mQHOPJrAt9MWV+eEYvkzG1uNBj575Lt7P7+QIn/xtvPkyc6Pc6ls1dtmKxASPWKbNryJ18t38XW7ccY/cE3JJ2/Tpf2jQHzfQUmf/kjP+1M4LPZW/juv3/QoV0DtJqie54b168GYCnKAU6cvkJE4+plmjsvJYug/mEEdA7Br1UQfq2CqBBZGWO+Ec8wP7T+rgR0DsEt2JuALiF4hPmSdyGz2PXp0nK5/mMyfq2DAFC5qvFqXIlL35ws09wAmZmwcY0L0e3MZx0UBbr00LFhjZbr1wp6iTPSYd9uDZWr3L/4CKpmotcL+fj42nYbefz3fCpULtgNBYZquHLWQHZ6QcYD3+fSpp8HUd3dieruTtNu7qjURfd+X00ykHHNgKffHeuspeHs4bItXjIyYdVqLU8/WdDmMT11rFyt5eqtNt+9V83MuS58FJt3z6IcYPMWDSagQX3z+w6pbiLicQPzFmrLNXdUpIFhQ/Pp2llP547mR3q6QnTr4g/kgquZ6Pd/Ovxs/F3JyISVqzU8/aTBkv35nnpWrNZw9ZrCE5FGXh+qo1tnA106mh/p6dC2dfFn4zIzYfhoV3p209usKHfmNhf24bSF+cWLF/nqq68YM2YMNWvWJDPTvJN89913iY6OZseOHcyePZu0tDQ0GvOJgd9++42MjAyqVq0KYNehLB7e7jRp35iTB89Ylp08dBYUhdbPNSv0/Na9mnMu4QL5uQW9VyfiT9Pm+RaFnmtrpc1+W36ufY/snbnN76QrRTsOGPc8S8attmEaa+kZuWzfVdAzbzCa2BN/Bm9vNzQaFWu/P2j1/F17T6HRqPHwKLoH9GZ6NiHVK9G6WR3LsobhQRw8cq5Mc7s+4olbVS+rZZl/XsergT+KSsE9xLqXW+Olxfsew1LSD17DpDfhVsPbssw9xJushDT06WXbA30yUU1OjoJ3hYKddHh9AwaDwsH9BQc8Sxe50mdAXlGrKJZL0R9LmXGvoLB3bS4GnTn7uf/pCaihxqOCedekzzexb2Mu66ZksiMum7zsexdP7t4K+Tmw/7uCM1rnj+mo0ahsC9yERBXZOQo+d7R5wwZGDAaFPfvUZGXDx5NceXVwPhX97188HTiktloXQMP6RvYfUJNfhl+X++WObmVdDKamwfU0hbq171+02vq7cqyI7I0amL/nu/epaFNs9uLbf9Z8LVUCTHTpWPZDhm5z5jYvFyaTbR9OyCkL8zNnzjB69GgiIyPp27cvERERlvnJAd5++22io6PZuXMnc+fOBeDYsWPs2bOHsWPHEhBgm3GepVH78ZpotBpLzy2ALk9Hdno2tR+rWej5YVG1rZ4LcOPqTarXq4bWpXxHJJU2u6Nw5jZ/EI1ahZN66Qbnj5ffmPjUtKxCyzQqFf9LTEGvN5KeYT0ESK1Wcf5iGjfTix5e9sf/LrD/UBLvv9WFp9vWZ2Cflhw6co4du2w/LCf94DUqRBTeVujS8lB7afFrE1Ts3+acSQcF1J4F3xONtwuYIPdcRrF/9yAyM80dDDfTCjoabvd0X7tm3sQf+UONX0UT1YIda0fV8gUPUk7qWfZ+Oikn9Py2Mpte7xUczFxLNlCjkRbjrbHoC167SeqF4oson8pqGj/lytYF2fy+OodD/81FpVaIerYMBwwDGRnmtk67UdDmvrfa/OpVhfUbNeTlmT+bdz9wpd8/3flmTfHbjIwMSEuz7ijy9TWh0ylWr2Hr3Hf7bZeG1i1sV7SWRtHZzf+9UkT2X3ep75n9eiqs/15DWF0jkz7T0vefbnwwwYWbN8s0tlO3ubAPpyvMU1JSGDVqFPHx8dy4cYO0tDTUajUmkwm1Wm1VnLdu3Zq9e/fy8ssvs3z5cvr27Uu1atXs/A7MfCube+AyUq1Ph+dk5OJTybvI5xf1XLVahbe/V6Hn21JpszsKZ27z0tJo1fQY3pGVUzbYOwqPNQ5m1br9Rf4u8rEarFi7755/HztxHQnHUxg7qjMh1Svyn7jfbBHTislgJCshDa+G/pZlRp2RtJ0XOT1+P1nH0sg9V/xQFn16PmoPjdVZOZWbufdan1G2Z44eCTL3rB39s6B3PO/W8Y+XlwmdDjas0dKrt+3Gij+okMZaur/pxYUEPYvfvMnTr3jiH1TwPgJra+gxxpsh8/zo9Z43uVkm1kzKuOcwxGf+nyfhLVz4+atsDv2YR6dhnmV+4WfVIPPrHzpcuM29vU1s36mhSmUTUZEGJozLo8szOqZ/6cp/txU9ZKtqkIkrVxVSLhXkzL1jfeWV+247d6mJbln8UJDyVPXW9/zg4YKy5XYbVShit7Njl5o2LYsvcHfuUmMwKNQJNfL2SB2TPspj9141739StlMpO3OblwvpMS/EqQrz06dPs2DBAkaPHk3fvn1ZsGABK1eu5MaNGyiKUqg4f+edd/D39+fw4cMMHDiQKlWq2PkdFLj9fcnLsd5ZqtQq9LoiNiamop8LFP18Gyp1dgfhzG1eWr3f6saaz3+we87WzeoQfyiJpHPXC/2ukr8XNYIrsum/f9xzHR4erlxPy2L7ruO0bRnGiKFP2SquRdbxG3jUrIDKpWBnqqgVPOv7U/HpYHQ38kie+QemYmbzURRQXO4qwm59AZVixkc/qNA6RsIbGNi0QculiwoGA2z5wTx045EgI9+udKF7Lx3ash3NUWYyU41EPOOG1k1h+fvpXDlbdFES1tyFHmO8uHLGwIWE4gsXXZ4JlQYefdqVi4l6vh2fgdFQtjvosLpGGjUwsGa9hgsXFfQG2LjJ3CNeraqJpHMqmjxuoFpV8+s+30tPQCUjy1YW/SH06KZDAebOd0FvgOupCjt/0+DvZ8SjDK9ZvV/uO+XmwomTKho3cow7M4bXNdG4gYFv12uLyG6dMTcXjp9U8eg9siclq/BwN9G+nXkbGVzVxLNd9OzZr+bEqbL7N+rMbS7sw2kK88zMTN544w1CQkJo1qwZY8eOpWXLlqxYsaLI4txoNGI0GunWrRtr1qyhZk3HGmKRmpIGgKePh9Vydy83bl5NL/L5RT3XoDcU6tW1tdJmdxTO3OalUbVOIL6VfTjyW6Jdc3h5uvL0P+oz96vtRf5+8IBoJs74AcM95pp1cdEwZdxzfL3yd2Inrmf9pkM82+lxOj3dyFaxAcg4eA3vu4axKCoFl4puVOpQnUf61EV3NZfcC4WH7gBofFwx5lgXj8ZccwGg8S77gaFjP8rh0QgD42PdmfO5KxfOq/CuYCQwyMiNNIUGjRzzQPKPbbmc+5+e9oM96TfJfEZr9ScZGPRFfydqRbgQWFvNzctFFy4mk4lvJ2TQoI0rnV/3ou1LHpzYq2PnsrKfievT8blENjEyZqwbU6e7cO68Cp8KJpo8biAnB9zdC96DokCTxw2cO1f0LrdmiIlpn+Zy+YrCsJFufP+D+YLGdm3L/nO7V+477dmvJjLCUOSUm/YyZXweUU0MvDXWlcnTXUg+bx67Hfm49fdhz341TSOM98yenQPudx30NI0wt0Hy+bItjZy5zW3OaLTtwwk5/kDZO/Tt25euXbui0+nQarWMHz+esWPHsnz5csB8h08/Pz9MJhMqlQqDwUCnTp3QOmBXUfKxC+jy9fhW9rEsc3V3wdPHg4R9hWduOHU4iYDgilbL/Kr4cjz+dLnPLlPa7I7Cmdu8NP7RuwXdX21P91fbWy3v934v+r3fi/YufWyeQaVSGDqwDV/8ext6feGN4ws9mrJ521EuXb73gM5/tArDZDJxOukaAJ/N2UJAgDdd2jdm05Y/bZIdIOOPawR0K/5g3qdpZS5+lYCiKXoH7hbsRdqOixjzDJa5znU380GtWF0QWlYq+JgY9Y75/LjJBG8M8aBrDx07ftKyab0Lm9ZbHwys+NqVFV+7smFr2Y53L62dy3JoN9B88Fu5poaY971ZMjqdpMM6ajUp+gDGN1CNd6Wi2z35iJ6UEwZqR5q3+S1i3Em/auDQf80zu5QlXx/48D3zxbQmEwwY5EZMT/OZiYAAE+np1r2u/v4mKlQofrsRFWkkKtL8GSaeUPGfJVp6PVv2F8zfK/eddv6mpu09ZgaxB18fGPee+SymyQT9B7nxfBHZt/+m5h/3yV45wERmprl2U936Ovn7mT8fnzIcPnQ7t7O2uc058L7UXhy+xzwzM5O0tDSSk5MJDAxErVZbFdqffPIJrVq1Yvny5axatYq8vDyMt46S7n6uI8lIy2TvpgPUe6JgtomajaqTn6dj98bC43G3xe0g9NEaVhcd1mpcnZ3f7i6XvHcqbXZH4cxtXhrfz9/GkKbvWD2uX0zju3lbGdL0nXLJMKh/NOs2HeLaHWcWfG+dfWjXOpz0jBziDycV+t3dvDxd0d01HGfjD4ex5YRKuecy0Pq7ofEqftth1BnR+LjgWrnocQY+UVVQ1ArZpwsOPPLOZ+LVwB+1u237QzZ/p0Wthuf+L5+OXXTMmJtl9fCvaKRjl3xmzC26t7885WWZ0GgLPsyq4Vqq1FQXu682Gkzo80xUq1d0G+Zlm1BrsBpTHtHJzeb7/nUbNajV0L+vuZBu2czAkf9Zd3umpys0ibh/0WUwwPQvXBj6Sj41qts2+N2578xw8JCappGOWySu3ahBrTYxoK/1mSmDAQ4cUhF1n+wtmxnIy1c4frLgu3IzQ8HL00R4mO16Wp25zUX5cOjCPCkpiTFjxjBw4EB69uzJ4MGD+de//sUvv/xCbm7B7A63i/PVq1czevRovv32W3Q6x590f9n4b3n8yUa4upt7hp5+qS1rv9jEtQupPP5kI2btnWTp3d29MZ6zR87xROcIAMKa1kbrqmXj7KJvzOJI2W/TaM07KnUxc1aXB2du89vUWjXqu3pqn3qxNdO2vY/WRUPa5ZucPpxk9dDl6y3Lbe1f/VqhqBT8fD2IigihedNaDBnQhrDaVWgWWYun/1Gfa6mZREWE8ESTmvTs8jhdO5jnOa9VoxILZvQnpLr5TMXO3ScICvQlKNDXsv4a1Svy40+2u3NsUbOxpP5ygawTN4Bbd/Rcd4bAF+pYesx1N/M4+eFeMv+XCoCmggv+7aqRfsA8f7whR0/GH9ep0qOWzXID7N+j5rcdGsZNykajAT9/E7VqG60eGg34+pmXA6SlKowY6sHhA4X/Xer1YLRhndCgjQvHdxdcx5GfY0JRQXAD80HRzmXZ/Lo8G32+CYPOxPavs2nxfME85plpRv7z+g3OHDJv72s00qLWQvKRgu3/tWQDjdqV7QV9d9q1W81Pv2iYMTmXWzPz8uL/6bh+XSH+oPn7kZMDBw6reelWMXY9VWHgIDf2x1v/O9brYfJnLrRobqD3c7a9ALCo3Lf9eVRFWF0jrnedtCguN4DeYC4uy8Nvu1Vs+0XN55PzCmX/46iK8CKzm3vY993KHl7XRPt2elZ+W3AAvvVnNf3+T4eXp21yO3Ob24xc/FmIww5luXz5MnPnzqVjx47UqlULg8HAjz/+yMaNG/nggw8YNmwY3bp1Q6PRoFKp+OSTT3jxxRfZvn07I0eOdNie8jsdjz/NzGELGbVgKDevZ5CRmsni2JWA+VbwVUIC0Lqa34fRaCS2+6cMnvYS4c3qUjHQj9FPfURudunmJbZHdjD3THd7tQMAXQa3Jzczl2N7yvbOjWWd29HaHKBVj6Y07xKB/yN+9BjWkZ9X7OLG1XR8KnpTpUYAao0aXb79rujv3aMp/Z5vDpiHq9yWnpHD7/tPMWVcDK4uGlo0DbX6u1feWAKAm5uWwCo+uLuZ905Xrmbw/oR1DHvlHyScuER+voHcXB3rNh202XvIOHiV6sMaWy87fI2UZcdxr+GNS6AHPpGV8X60kuX3Jp0R3bUcDNkFbR/4fG1SVpzgYlwihiw9VV+uV2g+9LKQmwN7ftdw9bIKdw8TH0zIKdWFnjodXLmkIiuroOcwLVVhx08abqQp7NmlIbSukeatyv579eQ/Pdm6MItNX2ZSKVhN1g0j3d70xsXdnMXNS2FnXA4HfsgluIGW1n3cqRRcsNsy6EzcvGK0zG/u6qHQ+8MK7FiazZmDOty8FAw6aFvGw1hycsyzZ1y6rMLT3cRnn+ZatXlAJROfT81l/iIth/8wcvmqwtgxeQRXMxcK+fmQcllF5q02P3VGITFRTdI5hU4d9fe8aNGWuW/b+ZuG6CI+77tzg7lw3LJNTeqtC1bD6xppY4PhGDk55plWLl1W8HCHGZ/mFZl9x2/qQnOam7MrpFxWrLK/91Y+n8/RMu0LLW7uUNHfxEt9yvZ77sxtLuxDMTngYNnk5GQWLFhAx44dadGiBSaTCUVRyM7O5tChQ4wbNw6A//znP1StWtXSO75p0yYee+wxatSoUa55n1bFlOvrCeelaBz/gLE4eR0et3eEB1LpnTP2jvDAJgSvs3eEB7I7N8TeER5YF89ke0d46Kix383+/goDDlc+lVjFoPP2jgDAMwFDbLr+H67Oten6bcHhhrKcPXuWF198kfDwcFq0MN9h8faxg4eHB1FRUYwYMYLz58+zatUqALRaLYqi8Mwzz5R7US6EEEIIIURZcKjCPCsriyVLlpCRkcGGDRu4dOkSACpVQUyNRkPz5s2pU6cOV65csVru8re4P60QQgghxN+fyWS06cMZOVRhrtVqefnll1mzZg0ZGRkMHjzYUpzfZjAY8PHxoXr16g49ZZ0QQgghhBCl4VCFuYuLC9WqVaNmzZpMmTIFvV5vVZzfnp8cIDAwkObNm1uWCyGEEEIIJ2I02fbhhByqML9T/fr1mTp1qqU4T0lJQVEUFEVh3759JCcn07SpedYHxZaTGgshhBBCiLIn0yUW4rCFOUC9evWYOnUqOp2OIUOGkJuby8GDB9m9ezexsbEEBQXZO6IQQgghhBBlwqELcygozhVFITo6miVLlhATEyNFuRBCCCGEMzMabftwQg5fmIN5WEvv3r3x9PTktddeIzAw0N6RhBBCCCGEKFMOe+fPOxmNRqpVq0ZcXJz0lAshhBBC/B046ThwW3KKwlylUtGqVSu5yFMIIYQQQvxtOUVhDjLzihBCCCHE34nJSceB25JTjDEXQgghhBDi785pesyFEEIIIcTfiIwxL0QKcyGEEEIIUf6c9O6ctiRDWYQQQgghhHAA0mMuhBBCCCHKn0ku/ryb9JgLIYQQQgjhAKTHXAghhBBClDuTjDEvRHrMhRBCCCGEcADSYy6EEEIIIcqfjDEvRApzIYQQQgghbjEYDEyfPh2j0UhaWho9evQgKiqqXF5bCnMhhBBCCFHuHHWM+dSpU3F3d2f48OHk5eXRtWtXFi5cSHBwsM1fW8aYCyGEEEKI8mcy2vbxANLS0vj666/p3LkzAK6urjRp0oQFCxaU5TsvlvSYCyGEEEKIv50nn3zynr/ftm1boWW///47Op2O6tWrW5aFhoayatWqMs9XFCnMy8AW4zf2jiCE+Fuabe8ADyTM3gGEEE7B1vXT/QrzoqSkpODp6YlWq7Us8/LyIiUlpSyjFUsKcyGEEEII8bdTVI/4/SiKgpubm9Uyo9GIRlM+JbOMMRdCCCGEEAIIDAwkPT3dall6ejqBgYHl8vpSmAshhBBCCAE0a9YMRVE4e/asZVlSUhKtW7cul9eXwlwIIYQQQgjA39+fXr16sXXrVgBycnKIj49n4MCB5fL6islkcsxJJIUQQgghhChnubm5TJ48GX9/f65evUr37t2JiIgol9eWwlwIIYQQQggHIENZhBBCCCGEcABSmAshhBBCCOEApDAXQgghhBDCAUhhLoQQQgghhAOQwlwIIYQQQggHIIW5EEIIIYQQDkAKcyGEEEIIIRyAFOZCCCGEEEI4AI29A4iiGQwGpk+fjtFoJC0tjR49ehAVFWXvWCWSkJDA/PnzCQ0N5dVXX7V3nBJJTEzkww8/JCEhgZCQEN5++22eeOIJe8cqkZMnTzJ27FgSEhIICwtjwoQJhIaG2jtWqSxYsIDt27fz9ddf2ztKie3fv5++fftafn7vvffo37+/HROVzvnz59m4cSPVqlWjRo0aNG7c2N6R7undd9/l22+/tVpWsWJFdu3aZadEJXf+/HnmzJlDaGgoubm5aDQaBg0aZO9Y93Xx4kW+/PJLHnnkEVJSUmjbti0dOnSwd6xiFbfvSUpKYs6cOVSqVIn09HTefPNNKlSoYMekhRWX3Rn3p+KvkcLcQU2dOhV3d3eGDx9OXl4eXbt2ZeHChQQHB9s72j1lZWVx8+ZN9uzZQ0hIiL3jlEh+fj6ff/45r732Gl5eXkyfPp0hQ4awefNmqlSpYu9495SXl8fGjRv54osvyM7OZvjw4cTGxhIXF2fvaCUWHx/P8uXLCQoKsneUUlmzZg2LFi2y/NykSRM7pimdX3/9lbi4OKZMmYKXl5e949xXeno6er2exYsX4+npCcDu3bu5dOmSnZOVzJtvvsnIkSMtnSujR49m8+bNdOzY0c7JimcwGBg8eDAffPABkZGR5Ofn061bNzw9PWnVqpW94xVS3L4nOzubf/7znyxYsICQkBC2bt3KqFGjmD9/vv3C3qW47M64PxV/nQxlcUBpaWl8/fXXdO7cGQBXV1eaNGnCggUL7Jzs/jw9PXniiSeoXr26vaOUWFJSErGxsbRs2ZJHH32Uzz//nPz8fA4ePGjvaPelKArDhg2jcuXKhISE0Lt3b9Rqtb1jlVhqaiobN26ke/fu9o5SKvv27SM3N5fQ0FBatGhBixYtcHV1tXesEklISODjjz9m8uTJTlGUA+Tk5DBx4kSaNWtGo0aNaNSoESdOnKBTp072jlYiiYmJpKenW3729fW1+tkR7du3j+PHj1OvXj0AXFxc6NSpE3PnzrVzsqIVt+9ZvXo1/v7+lsI2OjqaPXv2cPjwYTukLFpx2Z1xfyr+OinMHdDvv/+OTqez+scYGhrK77//bsdUpeNMxWGdOnUIDAy0/Ozj44OPjw9Vq1a1Y6qScXFxQaMpOPF14cIF3nnnHTsmKjmTycTnn3/OyJEjURTF3nFK5ZtvvmHLli1ER0czfPhwUlNT7R2pxD7++GMaNGjA3Llz6dOnD7NmzcJgMNg71j1VqVLFapuSl5fHsWPHiIiIsGOqkuvatSsff/wxp0+f5vLly1y/ft3hD0YzMzMBrM5KBAQEcOTIEXtFKpG79z07d+60OtPs4uJCcHCwQw6BKm6/6Uz7U/HXSWHugFJSUvD09ESr1VqWeXl5kZKSYsdUD48zZ85Qu3ZtGjVqZO8oJZaQkMAHH3zA1q1bycjIsHecElm4cCExMTEON9azJCZPnkx8fDyzZs3iyJEjvPTSS+Tn59s71n0lJyezf/9+OnTowFtvvUVsbCzz589n5syZ9o5WKtu3b6d169ZOc0A3duxYIiMj6d27N5MnT2by5MkOf4YlIiICX19fZs+ejdFoRK/Xc/ToUVxcXOwdrVRSUlLw8/OzWib7U+HIpDB3QIqi4ObmZrXMaDRa9YwK21m0aBEfffSRvWOUSlBQEO3bt6dSpUq88sorXL582d6R7mnPnj14e3vTsGFDe0d5YC4uLjz11FMsXbqUCxcusG3bNntHuq/ExEQAyxjh8PBwOnToUOiiSke3adMmunTpYu8YJZafn09YWBjjx4/np59+corti7+/P1999RW5ubkMHz6cxYsXc+DAAWrXrm3vaKWiKEqhgyCj0WjV8SWEI5HC3AEFBgYWGn+Ynp5uNdxC2MbatWvp0KGD011oU6FCBVq2bMncuXPRaDQcOHDA3pHuafbs2UyZMoXIyEgiIyOZN28e8fHxREZGcvHiRXvHK5WgoCA6d+7M+fPn7R3lvvR6PQAqVcGmv169ety4ccNOiUovOzubpKQk6tevb+8oJTZixAhat25N+/btWbx4MRs2bGDTpk32jnVf9erVY9asWcycOZP27dtz5swZYmJi7B2rVIrbnzr6hf3i4SWFuQNq1qwZiqJw9uxZy7KkpCRat25tv1APgZ9//hkvLy9atmxp7ygPrEKFCtSsWdPhx8dPnTqVdevWWR4vvPACDRs2ZN26dVSuXNne8UpNpVLx6KOP2jvGfd0uZk+fPm1ZptFoqFOnjr0ildpPP/1Eu3bt7B2jxNLS0tixYwe1atUCoHHjxrz88svEx8fbOVnpTJkyhaioKLp162bvKKXSpk0bTpw4YflZp9Nx8eJFoqOj7ZhKiOJJYe6A/P396dWrF1u3bgXMMxLEx8czcOBAOycrOZPJhMlksneMEvvxxx85deoU9erV4/z58xw/fpxZs2bZO9Z95eTkWM0ucPr0aSpXruzwc1IHBARQrVo1y6NChQq4urpSrVo1hx+ylZmZSVxcnOXiuCNHjqDRaJziPgM1atTgmWeeYe3atZZle/fudYo5tW/btGmT08zGAuYZWIKDg/nzzz8tyxRFcZoLVwHmz5/PjRs3mDFjhsNfiHj3vufZZ58lJSWFK1euAPDLL7/QqlUrwsPD7RWxWMXtN51tfyr+GsfeAz7E3n77bSZPnszMmTO5evUqkyZN4pFHHrF3rPsyGAxs3bqVU6dOYTAYaNGiBZGRkfaOdU8bN25kzJgxGAwGpkyZYlk+atQoO6YqmePHj/Pqq69SsWJFoqKi8PX1ZerUqfaO9beWl5fHihUrmDlzJlFRUTRt2pT33nvP3rFKbMKECXz88ceWCz6feOIJh75pzJ0yMjK4du2aU91AS1EU5s2bx5w5c0hMTESlUuHn52eZDtdRZWdns2PHDhITE6lUqRKLFi1y6KK8uH2Pl5cXs2fPZvr06QQHB3P9+nWr7bwjKC67M+5PxV+nmOQwTAghhBBCCLuToSxCCCGEEEI4ACnMhRBCCCGEcABSmAshhBBCCOEApDAXQgghhBDCAUhhLoQQQgghhAOQwlwIIYQQQggHIIW5EEIIIYQQDkAKcyHEQ+nAgQOMGjWKsLAw2rVrx+rVq0lLS7N3rCIlJCQQGxtLWFgYbdq0Yf369eTn55d6PRcvXmTatGk0a9bMBimFEEL8VVKYCyEeShEREQwdOhSA/v3789xzz+Hn52fnVEULDw+33F20Y8eOdO/eHRcXl1KvR6PRkJeX57AHIEII8bCTwlwI8dByc3MDwNPT085J7s/V1RUoyPwgKleuTN26dcsqkhBCiDImhbkQQjxEVCrZ7AshhKOSLbQQQtzH0aNHeeONN5g+fToxMTF89tlnAJw9e5Zu3boRFhbGxIkTLeO+9+zZw2OPPcamTZsASEtLY9q0abz77rt07dqViRMnotPpuHTpEjNmzKBly5acOHGCp556ildeeaVEmbKzs4mLi6Nz587s2rWLKVOmEBERwQsvvEB6errleTk5OXz00Ud89NFHjBo1iu+//77QulasWMHEiRPp06cPL730EqdOnSIrK4vp06cTHh5O27ZtuXDhAnv37qVhw4bMmzfvrzapEEKIIkhhLoQQ9zFs2DCaN2/OiBEjeP311/n3v//NyZMnCQkJYdq0aahUKiIiIizjvkNDQ2nXrh2dOnUCYNKkSQwePJgJEyYwZ84cli5dyvz58zEajdy4cYNr166xfft2Bg8eTMOGDUuUSafTUaVKFU6ePMnatWvp0KEDcXFxHD16lFWrVlme99Zbb/HII48QGxvL1KlTC61n7dq1VKpUiXfeeYelS5ei0Wh49dVX8fDwYMSIEbz44oukpqZiMpm4dOkSY8aMYdCgQWXQqkIIIe6msXcAIYRwdE8++SRRUVEAVKpUCcByAWWdOnVo06YNK1eupEOHDgB899139OjRA4D9+/dz7Ngxli1bZllfy5YtycjIICgoyFKI9+7dG29v7xJn8vHxISwsDICePXvSuHFjAOrWrUtSUhIAe/fuZcuWLXz66acAKIrCU089xa+//mpZz6xZs+jZsyenT58GIDAwEIPBQGpqKhUrVmTkyJH89NNPxMbGEhAQYFmXEEKIsieFuRBC3Md7773HiRMnmDFjBiaTCQCj0Wj5/UsvvcSAAQM4ceIEderUYffu3fTv3x+AxMREAgICrHqZ7/z/22O+S1OU36YoitU6ADw8PNDpdABs374dX19fq4tbb19ECuZhLufOnSMmJoaAgIAiX8PDw4Nx48bxr3/9i+nTp5c6oxBCiJKToSxCCFGM1NRUABYuXMi8efMYOnQoMTExhZ7XvHlz6taty+LFi0lISKBu3bqWYlmn05GYmGgplu9ety1lZ2eTlZVldRBxp9tj4o8ePVro73Jzcy0/X79+nfDwcKZNm0ZOTo7tAgshxENOCnMhhChCfn4+v/zyC0lJSUyePJlBgwZZ9TbfrX///mzYsIFFixbx7LPPWpbXrl2bq1evsmLFCqt1b9iwwZbxAahZsyY6nY69e/cW+p3RaMTHx4eAgABmz55tdeDwzTffWHrjL168yJ9//smiRYvIysriiy++sHluIYR4WElhLoR4aN3uFc7MzLRabjAYGD9+PHXr1iUvLw8wjxs/ffo0cXFxACQnJ3Po0CHL33Tr1g0PDw/Onj1LrVq1LMtbtGhBgwYNmDhxIh9++CHLli1j6NChtGrVCigYEnO/O3ne7qm+s4DW6/VW67gzP0D37t3x9fVl3LhxnDp1ipycHHbt2gWYx59nZ2czaNAgDh8+zIsvvkhcXBwTJkwgIyMDV1dXDAYD06ZN4/XXX8ff358333yTxYsXW71vIYQQZUcKcyHEQ+nAgQPMmjULgC+//JJ+/foxYMAA+vTpQ3R0NNu2baNBgwbUrVuXmJgYlixZYplSMCgoiM2bN1O7dm3L+lxdXYmJibFc9HmbSqVi9uzZREdHs3btWpYuXcqAAQOoXbs2CQkJrF+/HoAJEyZw5cqVIrMmJCQwbdo0AH744QdWr17NtWvXWLJkCQCrV68mKSmJzZs3c+zYMfbt28euXbvw8fFh/vz5uLm50b17d1577TVCQkJo1KgRV65cQavV0q9fP4YPH865c+f48ssvUavVDBkyhPz8fEaPHs3x48ctBy5qtRqDwcAbb7zBtm3byvYDEUIIgWK6fSWTEEKIvyQ2Npa33nrrgS7kFEIIIaTHXAghysDNmzcxmUxSlAshhHhgMl2iEEL8BZMmTcJkMnH27FlGjhxp7zhCCCGcmBTmQgjxF/z5558kJyfz/vvvW274I4QQQjwIGWMuhBBCCCGEA5Ax5kIIIYQQQjgAKcyFEEIIIYRwAFKYCyGEEEII4QCkMBdCCCGEEMIBSGEuhBBCCCGEA5DCXAghhBBCCAcghbkQQgghhBAOQApzIYQQQgghHIAU5kIIIYQQQjiA/w9Iy4ihXHQKVgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 900x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1, 1, figsize=(9, 6))\n",
    "ax = cast(plt.Axes, ax)\n",
    "sns.heatmap(first_choice_prob_matrix * 100, ax=ax, cmap=\"viridis\", annot=True, fmt=\".1f\")\n",
    "ax.set_xlabel(\"Layer Index\")\n",
    "ax.set_yticklabels(TEST_DATASET, rotation=45)\n",
    "plt.title(\"First Choice Matrix\")\n",
    "plt.savefig(\"first_choice_matrix.pdf\", bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
